{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt  # as可以简化， 也可以在自己定义的函数覆盖库函数是对函数进行改名\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.设置图片大小\n",
    "# 2.保存图片\n",
    "# 3.描述信息（X轴,Y轴...的信息）\n",
    "# 4.调整刻度的间距\n",
    "# 5.线条的样式\n",
    "# 6.标记出特殊点\n",
    "# 7.添加水印"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘图顺序\n",
    "# 1.获取数据\n",
    "# 2.设置图像大小\n",
    "# 3.更改字体，正确显示中文和负号\n",
    "# 4.设置坐标轴名称\n",
    "# 5.添加图例和网格\n",
    "# 6.绘制图像\n",
    "# 7.调整坐标轴刻度\n",
    "# 8.显示图像\n",
    "# 9.保存图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KjcPhNCzNyLM6ik9o1Zy6iCQAo4CNP3jpJ8A/XRNJ+aslaTkk9ujE2L7drY6i3Khvj06MS+zO4k25OJy6KtLZanGpi0gYsAy43xhTfsL239I4RbPwNN83V0TSRSS9uFgvhqhTyyqqJC37GLNS9QKpP7rlvARySqv5JLPA6iher0WlLiJBNBb6QmPM8hO23wxcAdxgTrPwoDFmvjEmxRiTEhmp60uqU1uSlkOgTbh6tM7i+aOpg3syIDqcl9Zk4dTR+llpyd0vArwJ7DbGPHfC9kuAB4Fpxhj9SJhqs3q7k2UZ+UweFE1keAer4ygL2GzC3ROT2FdUyWc7D1sdx6u1ZKQ+HrgJmCgiW5t+XQa8BIQDq5q2vdaeQZXv+vfuI5RW1evqRn7usmExJEZ24oXV+3S0fhaafbCGMeYr4FSTnJ+6Po7yR4s25dCrSwgXJOv0nD8LsAl3T0jigfe38e/dR5g6pKfVkbySfqJUWSq3tJqvskq4NiWOAJteIPV300b0ok9EKC+uyeI0l+lUM7TUlaU+2Nx4b/J1em+6AgIDbNx1cRLb88tY953eLdcWWurKMg6n4YP0XC5MjiS2a0er4ygPMWN0LLFdO/L86n06Wm8DLXVlmfV7iyksq9VH7KrvCQqwceeEfmzNPc5XWSVWx/E6WurKMovTcugRFsykQdFWR1Ee5poxvYnpEsILOlpvNS11ZYmiilpW7y5i5ujeBAfqaai+r0NgAD+/qB9p2cfYcKDU6jheRX+alCWWbc7H7jR6gVSd1qzUOCLDO/Dimn1WR/EqWurK7YwxLEnLYWzf7vSLDLM6jvJQIUEB3H5hIt/sP0p6to7WW0pLXbndhgOlZB+t1gukqlk3nNOHiE7BvLAmy+ooXkNLXbndkrQcwkMCuXRojNVRlIfrGBzATy9IZP3eYrbmHrc6jlfQUlduVVbdwKc7DjNjVCwdgwOsjqO8wE3n9qFraBAvrta59ZbQUldutWJLHvV2p65upFosrEMgt43vy+o9RezIL7M6jsfTUlduY4xhcVouw2K7MKRXF6vjKC9y8/gEwkMCeUnn1pulpa7cJjOvjD2HK/QRu6rVOocEcev4vny28zB7Dpc3/w1+TEtduc3itBw6BgUwbUQvq6MoL/ST8QmEddDRenO01JVbVNXZ+XhrAZcPjyE8JMjqOMoLdQ0N5sfn9mHl9kKyiiqsjuOxtNSVW6zMLKSq3sEcnXpRZ+G28/sSEhjAy2v3Wx3FY2mpK7dYlJZDUlQYo+O7WR1FebGIsA7cdG4fPtqaz8GSKqvjeCQtddXuvjtcwZac48xOjaNxHXOl2u6nF/QlKMDGK2t1bv1Umi11EYkTkbUisltEdorIfU3bu4vIKhHZ1/S7DsHUKS1JyyUoQLh6dG+roygfEBUewvXnxLNiSz65pdVWx/E4LRmp24FfGmMGAeOAu0RkMPAbYLUxJhlY3fRnpb6nzu5g+ZY8pg7pSfdOwVbHUT7i9gv7YRPhlXU6t/5DzZa6MabQGJPR9HUFsBuIBa4C3m5629vA9PYKqbzXv3Ye4Xh1gz68S7lUzy4hXJfam6Wbcyk4XmN1HI/Sqjl1EUkARgEbgWhjTCE0Fj8Q5epwyvu9t/EQvbt1ZHy/HlZHUT7mjouTAHjtCx2tn6jFpS4iYcAy4H5jTIs/0iUic0UkXUTSi4t1dXB/8un2QjYcKOWW8xKw2fQCqXKt2K4dmTm6N4vTcjlSXmt1HI/RolIXkSAaC32hMWZ50+YjIhLT9HoMUHSq7zXGzDfGpBhjUiIjI12RWXmBY1X1PPLRDobFduGW8xKsjqN81J0XJ+FwGl7/4oDVUTxGS+5+EeBNYLcx5rkTXvoYuLnp65uBj1wfT3mrxz7ZxfHqBp66ZjiBAXrnrGof8RGhTB8Zy3ubDlFSWWd1HI/Qkp+28cBNwEQR2dr06zLgSWCKiOwDpjT9WSnW7ili+ZZ87pyQxKCYzlbHUT7urgn9qLc7eeNLHa0DBDb3BmPMV8DpJkQnuTaO8nYVtQ08vGI7/aPDuHtCktVxlB9IjAzjyhG9+Pu3h7j9wn5+f+us/rtYudSf/rmHI+W1PHXNCIID9fRS7nH3hCRqGhws+Oqg1VEspz91ymW+2V/CextzuO38voyM62p1HOVHkqPDuWxoDG99k01ZdYPVcSylpa5correzm+WbSchIpQHpgywOo7yQ3dPTKKyzs7fvvHv0bqWunKJZz/fS05pNX+eOVwXlFaWGBTTmSmDo1nw1UEqav13tK6lrs5aRs4xFnx9kBvHxXNOYoTVcZQfu3diMuW1dt759pDVUSyjpa7OSp3dwbylmcR0DuHBSwZaHUf5uWG9uzBhQCR//fIAVXV2q+NYQktdnZWX1mSRVVTJH68epsvUKY9wz6RkjlU38O4G/xyta6mrNttZUMYr6/Yzc3RvLh6gz3NTnmF0fDcuSO7BG18eoKbeYXUct9NSV23S4HAyb2km3UKD+X9XDLI6jlLfc8/EZEoq63lvU47VUdxOS121yfz1B9hZUM7j04fQNdS/P8GnPM/Yvt0Zl9id17/YT22Df43WtdRVq2UVVfD86n1cNqwnlwyNsTqOUqd078Rkiirq+CA91+oobqWlrlrF4TTMW5pJaHAAj04banUcpU7r3H4RpPTpxqvr9lNvd1odx2201FWrvP1NNhk5x/n9lYOJDO9gdRylTktEuGdSMgVltSzLyLM6jttoqasWyzlazdP/+o4JAyKZPjLW6jhKNevC5B6MiOvKy2uzaHD4x2hdS121iDGGh1ZkEmATnpgxjMa1U5TybCLCvROTyDtWw4db8q2O4xZa6qpFlqTl8nXWUR6+bBC9una0Oo5SLTZxYBRDenXm5bVZ2P1gtK6lrppVWFbDEyt3c25iBHPGxlkdR6lWERHumZhM9tFqPskstDpOu9NSV2dkjOF3K3bQ4HTy5EyddlHeaergaAZEh/PS2iwcTmN1nHalpa7O6ONtBazeU8Svpg6gT0Qnq+Mo1SY2m3DPpCSyiir55w7fHq1rqavTKqms4w8f72RUfFduHd/X6jhKnZVLh8bQL7ITL63JwunDo/VmS11EFohIkYjsOGHbSBHZICJbRSRdRMa2b0xlhd9/vJOqOgdPzRxOgE2nXZR3C7AJd09MYs/hCj7fdcTqOO2mJSP1t4BLfrDtKeBRY8xI4JGmPysf8q+dh1mZWci9k5JIjg63Oo5SLnHl8F4kRITy4pp9GOObo/VmS90Ysx4o/eFmoHPT112AAhfnUhYqq27gdx/uYHBMZ26/qJ/VcZRymcAAG3dOSGJnQTlr9hRZHaddtHVO/X7gaRHJBZ4BHjrdG0VkbtMUTXpxcXEbd6fc6fGVuyitquepa4YTFKCXXZRvmTEqlvjuoTzx6W6ffIJjW39i7wB+YYyJA34BvHm6Nxpj5htjUowxKZGRkW3cnXKXL/YW88HmPH5+USJDY7tYHUcplwsKsPHEjKEcKK7i+dX7rI7jcm0t9ZuB5U1ffwDohVIfUFln5+Hl2+kX2Yl7JiZbHUepdnNBciTXpfRm/voDbM8rszqOS7W11AuAi5q+ngj43l93fuipz/ZQUFbDU9eMICQowOo4SrWr314+mIhOwfx66TafejRvS25pXAR8CwwQkTwRuQ34GfCsiGwD/gjMbd+Yqr1tOljKO98e4pbzEhjTp5vVcZRqd106BvH49KHsOVzBa1/stzqOywQ29wZjzJzTvDTGxVmURWobHDy4LJO47h359Y8GWB1HKbeZOqQnV47oxYtr9nHJ0J7094Hbd/XWBsVfVu3lYEkVT149nNDgZv+eV8qn/OHKwYSHBPHrpZk+8VwYLXU/ty33OG98eYA5Y+MYn9TD6jhKuV1EWAd+f+VgtuUeZ8FXB62Oc9a01P1Yvd3Jg8syiQoP4aHLBlkdRynLTBvRi8mDonjm8+/ILqmyOs5Z0VL3Y6+sy2LP4QqemDGUziFBVsdRyjIiwuPThxEcaOPBZZle/cAvLXU/tedwOS+tyWL6yF5MGhRtdRylLNezSwi/u3wQGw+W8t6mHKvjtJmWuh+yO5zMW5pJl45BPHLlEKvjKOUxrkuJ4/ykHvzp093kH6+xOk6baKn7oTe/OkhmXhmPXjWE7p2CrY6jlMcQEf509TCcBh5evt0rn+Sope5nDhRX8tyqvUwdHM3lw2KsjqOUx4nrHsq8Swbwxd5ilmfkWx2n1bTU/Uhtg4P7Fm+lQ6CNx6cP1fVGlTqNm89NIKVPN/7nk10UVdRaHadVtNT9hDGGRz7awfb8Mp67biRRnUOsjqSUx7LZhD9fM5yaBgePfLjT6jitoqXuJxan5fJ+eh73TExi8mC920Wp5vSLDOP+ycl8tvMwn273nsWqtdT9wNbc4/z+o51c2D+S+yf3tzqOUl5j7gWJDI3tzCMf7eBYVb3VcVpES93HHa2s4853NxPVuQMvzB6pC0gr1QqBATaemjmC49UNPPbJLqvjtIiWug+zO5zcs2gLR6vqee3GMXQN1dsXlWqtwb06c+fF/Vi+JZ+1XrCuqZa6D3vm8718s/8oj08fqkvTKXUW7pqYRHJUGA+v2E5FbYPVcc5IS91HfbajkNe+2M8N58RzbUqc1XGU8modAgN46prhHCmv5U//3GN1nDPSUvdBWUWV/OqDTEbGdeWRKwdbHUcpnzAqvhs/Gd+X9zbm8O3+o1bHOS0tdR9TWWfn5+9upkOgjVdvHE2HQF1rVClX+eXUAfSJCOXBZZlU19utjnNKWuo+xBjDvKXbOFBcyYtzRhHTpaPVkZTyKR2DA/jzzOHklFbz7Od7rY5zSi1ZeHqBiBSJyI4fbL9HRL4TkZ0i8lT7RVQt9dcvD/Lp9sM8eMlAztNVjJRqF+MSI7jhnHgWfH2QjJxjVsc5SUtG6m8Bl5y4QUQmAFcBw40xQ4BnXB9Ntca3+4/y5Gd7uHRoT+ZemGh1HKV82m8uHUhM5xDmLc2kzu6wOs73NFvqxpj1QOkPNt8BPGmMqWt6j+ffvOnDCstquPu9DBIiQnn62hH6oC6l2ll4SBBPXD2MrKJKXlqTZXWc72nrnHp/4AIR2SgiX4hIqitDqZarszu4490MahscvH5TCmEdAq2OpJRfmDAgiqtHx/LKuv3sLCizOs5/tbXUA4FuwDjg18D7cprhoYjMFZF0EUkvLi5u4+7U6Tz2yS625h7nmWtHkBQVZnUcpfzKI1cMpltoMPOWZtLgcFodB2h7qecBy02jTYATOOWVOWPMfGNMijEmJTIysq051Sks3ZzHuxtyuP3CRC7VBS+UcruuocE8dtUQdhaUM3/9AavjAG0v9Q+BiQAi0h8IBkpcFUo1b0d+Gb9dsZ1zEyP49Y8GWB1HKb916bAYLhvWk+dX7yOrqMLqOC26pXER8C0wQETyROQ2YAGQ2HSb42LgZuONi/l5qePV9dyxcDPdOwXz4vWjCAzQjxsoZaVHpw0lNDiAeUszcTitrcJmr6oZY+ac5qUbXZxFtYDDabhv8VaOlNWx5PZx9AjrYHUkpfxeZHgHHrliMA+8v423v8nmJ+f3tSyLDvG8zPOr9/HF3mJ+P20wo+K7WR1HKdVkxqhYLh4QydP/+o6co9WW5dBS9yKrdx/hhdX7uHZMb64fG291HKXUCUSEP84YRoBNeGhFJlbNSGupe4nskiruX7KVobGdeWz6UP2AkVIeqFfXjjx02UC+zjrKkrRcSzJoqXuBmnoHP393MwE24dUbxhASpE9eVMpTzUmNZ1xid55YuZvCshq3719L3cMZY3hoeSbfHang+dmjiOseanUkpdQZ2GzCn2cOp8Hp5Hcrdrh9GkZL3cO9/U02H24t4IHJ/bmov354Sylv0CeiE7+aOoDVe4r4eFuBW/etpe7B0rNLeXzlbiYPiuKuCUlWx1FKtcKt4/syMq4rf/h4JyWVdW7br1eUer3dSW6pdbcIWaGoopY7F2bQu1tHnr1uJDabXhhVypsE2ISnrxlOVZ2D33+802379YpS/92H27n61W84UFxpdRS3aHA4uXvhFipq7bx20xi6dAyyOpJSqg2So8O5Z2ISKzML+feuI27Zp1eU+s8uSMTpNFz/xkYOHa2yOk67+9N8yHy9AAAI9klEQVSne9iUXcqTM4cxsGdnq+Mopc7Czy/uxwNT+nNOYne37M8rSj05OpyFPzuHOruD69/Y6NNTMR9tzWfB1we5dXwCV42MtTqOUuosBQXYuHdSMuEh7vkXt1eUOsDAnp35+23nUFHbwJw3NpB/3P33f7a3PYfL+c2y7aQmdOPhywZZHUcp5YW8ptQBhsZ24d2fnkNZTQPXv7GBw2W1VkdymfLaBn7+982EhQTy8vWjCdInLyql2sDrmmN4766885OxHK2sZ84bGygq9/5idzoNDyzZRt6xGl65YTRRnUOsjqSU8lJeV+oAo+K78datqRwpr2XOGxsornDfPaDt4ZV1Wfx79xF+e/kgUhPcczFFKeWbvLLUAVISuvO3W1IpOF7LjX/dSGlVvdWRWs0Yw5tfHeTZVXu5amQvbjkvwepISikv57WlDnBOYgRv3pxC9tEqbvjrRo5Xe0+xl9c2cOfCDB77ZBdTBkXzp6uH6ZMXlVJnzatLHeC8pB688eMU9hdXcuObGymrbrA6UrN2FZQz7cWv+HzXEX572SBev2kMocHNLkKllFLN8vpSB7iwfySv3ziGvYcr+fGCjZTXem6xv5+ey4xXvqamwcHiueP42YWJOkJXSrlMSxaeXiAiRU2LTP/wtV+JiBGRHu0Tr+UmDIzilRtGs7OgnFsWbKKyzm51pO+pbXAwb+k25i3NJCWhGyvvvUAviiqlXK4lI/W3gEt+uFFE4oApQI6LM7XZ5MHRvHT9KLbllXHr3zZRXe8ZxZ5dUsWMV77h/fQ87p2YxDs/OUcXjFZKtYtmS90Ysx4oPcVLfwHmAdYsxHcalwyN4fnZI9l86Bg/eSuNmnqHpXk+21HIlS9+RWFZDX+7NZUHpg4gQJ+4qJRqJ22aUxeRaUC+MWabi/O4xBXDe/HcdSPZeLCUn72TTm2D+4u9weHk8U928fN3M0iMCmPlvRcwYUCU23MopfxLq2+5EJFQ4LfA1Ba+fy4wFyA+Pr61u2uz6aNisTsNv166jdv/vpnXb3Lf2p6Hy2q5+70M0g8d45bzEnj4skEEB/rENWmllIdrS9P0A/oC20QkG+gNZIhIz1O92Rgz3xiTYoxJiYx073Js14zpzZNXD+OLvcXcuTCDeruz3ff51b4SLn/hS3YXlvPinFH8YdoQLXSllNu0eqRujNkO/HceoanYU4wxJS7M5TKzUuNpcBh+9+EO7n4vg5dvaJ+HZTmdhpfWZvGXf+8lOSqMV24YQ1JUmMv3o5RSZ9KSWxoXAd8CA0QkT0Rua/9YrnXjuD48Om0In+86wn2Lt2B3uHbEXlpVzy1vpfHcqr1MHxnLh3eN10JXSlmi2ZG6MWZOM68nuCxNO7r5vITGi5crdxNg28b/zhrpkrtQtuQc466FGZRU1vPHGcOYMzZOP0yklLKMX302/acXJNLgMPz5sz0E2YSnrx3R5mI3xvD2N9k88eluenYJYdkd5zGsdxcXJ1ZKqdbxq1IHuOPiftgdTp5dtZcAm/DnmcOxtbLYK+vsPLgsk5WZhUweFMWz146kS6guDq2Usp7flTrAPZOSaXAaXli9j8AAG09MH9riYv/ucAV3LNzMoaPV/ObSgcy9ILHVfykopVR78ctSB/jF5GTsDievrNtPoE34n6uGNDsXvjwjj4dXbCc8JIiFPz2HcYkRbkqrlFIt47elLiL8+kcDsDsN89cfIDBAeOSKwacs9toGB4/+YyeLNuUyLrE7L8wZRVS4LjmnlPI8flvq0FjsD106kAaHk799nU1QgI2HLh34vWLPOVrNHQs3s7OgnDsv7scDU/oTqItCK6U8lF+XOjQW+yNXDMbuaByxBwUIv5o6ABHh852H+eUH27CJ8ObNKUwaFG11XKWUOiO/L3VoLPZHpw3B7nTy8tr9BIhQZ3fy+voDDO/dhZevH01c91CrYyqlVLO01JvYbMIT04dhdxheWJMFwI3j4vl/VwymQ6B7HgSmlFJnS0v9BDab8OTM4fTuFkq/qE5cMbyX1ZGUUqpVtNR/IMAm3Dc52eoYSinVJnobh1JK+RAtdaWU8iFa6kop5UO01JVSyodoqSullA/RUldKKR+ipa6UUj5ES10ppXyIGGPctzORYuCQ23ZojR5AidUhPIwek5PpMTmZHpOT/eeY9DHGRLbkG9xa6v5ARNKNMSlW5/AkekxOpsfkZHpMTtaWY6LTL0op5UO01JVSyodoqbvefKsDeCA9JifTY3IyPSYna/Ux0Tl1pZTyITpSV0opH6Kl7iIiki0i20Vkq4ikW53HKiKyQESKRGTHCdu6i8gqEdnX9Hs3KzO622mOyR9EJL/pfNkqIpdZmdHdRCRORNaKyG4R2Ski9zVt99tz5QzHpFXnik6/uIiIZAMpxhi/vs9WRC4EKoF3jDFDm7Y9BZQaY54Ukd8A3YwxD1qZ051Oc0z+AFQaY56xMptVRCQGiDHGZIhIOLAZmA7cgp+eK2c4JtfRinNFR+rKpYwx64HSH2y+Cni76eu3aTxR/cZpjolfM8YUGmMymr6uAHYDsfjxuXKGY9IqWuquY4DPRWSziMy1OoyHiTbGFELjiQtEWZzHU9wtIplN0zN+M83wQyKSAIwCNqLnCnDSMYFWnCta6q4z3hgzGrgUuKvpn9xKnc6rQD9gJFAIPGttHGuISBiwDLjfGFNudR5PcIpj0qpzRUvdRYwxBU2/FwErgLHWJvIoR5rmC/8zb1hkcR7LGWOOGGMcxhgn8AZ+eL6ISBCN5bXQGLO8abNfnyunOiatPVe01F1ARDo1XdhARDoBU4EdZ/4uv/IxcHPT1zcDH1mYxSP8p7iazMDPzhcREeBNYLcx5rkTXvLbc+V0x6S154re/eICIpJI4+gcIBB4zxjzhIWRLCMii4CLaXy63BHg98CHwPtAPJADXGuM8ZsLh6c5JhfT+M9pA2QDt/9nLtkfiMj5wJfAdsDZtPlhGueQ/fJcOcMxmUMrzhUtdaWU8iE6/aKUUj5ES10ppXyIlrpSSvkQLXWllPIhWupKKeVDtNSVUsqHaKkrpZQP0VJXSikf8v8BlVJeqMeTQUEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x169daf909b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 折线图\n",
    "#1. x轴与y轴的数据个数要相同\n",
    "\n",
    "x = range(2, 26, 2)  # 数据在X轴的坐标（要是可迭代对象）\n",
    "\n",
    "y = [15, 13, 14.5, 17, 20, 25, 26, 26, 27, 22, 18, 15]  # 数据在Y轴的坐标（要是可迭代对象）\n",
    "\n",
    "plt.plot(x, y)    # 绘制链接折线的点是（2，15）（4，13）（6，14.5）......\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1eed8e96b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.设置图片大小\n",
    "fig = plt.figure(figsize=(20, 8), dpi=80) # figisize指定图片的大小，(宽，高),dpi每英尺有多少像素点（让图片改变大小后依旧保持清晰）\n",
    "                                          \n",
    "\n",
    "x = range(2, 26, 2)  \n",
    "\n",
    "y = [15, 13, 14.5, 17, 20, 25, 26, 26, 27, 22, 18, 15]  \n",
    "\n",
    "plt.plot(x, y)    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1eed97e44e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2.保存图片(要在plot之后保存)\n",
    "fig = plt.figure(figsize=(20, 8), dpi=80) \n",
    "                                          \n",
    "\n",
    "x = range(2, 26, 2)  \n",
    "\n",
    "y = [15, 13, 14.5, 17, 20, 25, 26, 26, 27, 22, 18, 15]  \n",
    "\n",
    "plt.plot(x, y)    \n",
    "\n",
    "plt.savefig(\"D:/plt_picture/plt_1.png\")   # 指定路径加保存名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PMCAQvbdun657aaXOznLruSvH8gsAADgKHAcGAACAFa0er5Zv29/+YI/iUu3c3yhJigkL1uRR/ZSbmaQzhicpNiLEcikA284e0VeTR/XTvDV7NL9wrybl9LOdBAB+jSsBAQAAcExqm1q1eEO5FhaVatH6MtU0tUmSUuIilJflVm6mW+PT4xUa7LJcCqCnqaxrVt5TH8lIWnjb6YrnAUAAcES4EhAAAABdandVo94vbn+a77ItlWr1tP9iOTsl9qvhLzM5huN9AA6rT3SY7p+cpVteXa0H563T7753nO0kAPBbjIAAAAD4Vo7jaN2emq+O+a7bUyNJCg1y6aTBCcrLcuuszCQlx0ZYLgXgay48eCT4jdV7dOGofjor0207CQD8EiMgAAAADqm5zaNlW/Yr/+Dwt7e6SZIUFxmiKcelKDfLrdOGJSo6jJeUAI6eMUYPX5ytz7Ys1t1z1+r49Hj1Cue+oQDQ2bgnIAAAAL5S1dCiD0va7++3eEO56prb7+83oE+k8jLdys1ya9yA3goO4v5+ADrXv5bv0IzZhbpsfJp+NSXHdg4A+ATuCQgAAIAO21HZoIXFpVpYtE/Ltx2Qx+vIGGl0WpzystzKy3RrSFI09/cD0KUuHZemeWv26p+f79SknH46eUiC7SQA8CtcCQgAABBgvF5Ha3ZVKb+4VPlFZSoprZUkhQW7dOrQBOVmunVmZpKSYsItlwIINDv3N+jspz5SQkyo3v3ZaYoM5boVADgcrgQEAADAf2hq9eiTzRUHH+xRpvLaZklSn6hQXTouVbmZbp06NFERoUGWSwEEsrT4SE0/d7genFekJ94t0f2TR9hOAgC/wQgIAADgpyrrmvXB+jItLCrVko0Vamz1SJIGJ0Zp6phU5WUlaXRabwW5OOYLoOe4+sSBml+wV3/7ZJsm5SRr7IB420kA4Bc4DgwAAOBHNpfXKb+oVAuLSrVyxwE5juQy0rgB8crLcuuszCQNSoy2nQkAh7W5vE7n/W6JUntHaMHNpyo8hKuUAeBQOA4MAAAQIDxeR6t2HPhq+NtSUS9JigwN0jlZfZWb5daZGUmKjwq1XAoAHTc4MVo/yx2qme+U6Pfvb9T0czNsJwGAz2MEBAAA8DENLW36aEOF8otL9cH6Mu2vb5EkJcWE6fIJ/ZWX6daJg/tw5QwAn3bdqYO0oHCvnvtoi87PTtbIlFjbSQDg0zgODAAA4APKapr0/sH7+y3dVKGWNq8kKaNvjPKy3MrNdCs7JVYu7u8HwI8U7anRhX9YqqHuGL3505MVEuSynQQAPQrHgQEAAHyc4zjaUFqn/OJSvVdUqjU7qyRJQS6jCenxXw1/afGRlksBoOtk9eul/zljsH7/wSY9++Fm3XTWUNtJAOCzGAEBAAB6iFaPV8u37Vd+UZnyi0u1Y3+DJCkmLFiTcpKVl+XWGcOSFBsZYrkUALrPjWcO0dtr9+npDzbp3JF9NdQdYzsJAHwSx4EBAAAsqm1q1eIN5covKtWiknJVN7ZKklLiIpSbmaTcLLcmpPdRaDBH4AAEri92HNDUP32inNQ4zb7hJAVx6wMAkMRxYAAAgB5tT1Wj8ovbn+a7bEulWj3tv5QdmdJL12SmKzcrSVnJvWQMf8kFAEk6rn9vXXNyuv68dKv+9+Ot+vGpg2wnAYDPYQQEAADoYo7jaN2emq+Gv3V7aiRJIUFGJw5OOHh/vyQlx0ZYLgWAnuvnZw/XwuJS/fq9EuVluTWgT5TtJADwKRwHBgAA6AItbV4t21Kp/OJS5ReVak91kyQpNiJEZ2YkKTfTrdOGJSgmnPv7AUBHLdtSqe89v0wnDIrXP358Ak9EBxDwOA4MAABgQXVjqxatL9PC4lItLilXXXObJKl/fKR+dEq6cjPdOn5gbwUHcX8/ADgaJwzqoysm9Ncrn+3QP5fv0BUTBthOAgCfwQgIAADQCfZUNWrS00u1v75FkjQ6LU55WW7lZbk1NCma+/sBQCe547wMLVpfpl8tWK+Jw5PUL45bKQBARzACAgAAHCPHcXT33ELtr2/Rnedl6JIxKUqKCbedBQB+KSY8RI9MydYP/3e57p5bqL/+4Hh+0QIAHcBZFAAAgGP0+urdWlRSrinHpej60wczAAJAF5s4PElTxqRoUUm55n6x23YOAPgERkAAAIBjUF7brAfnFSkhOlT3TsqynQMAAeO+SVlKiA7TQ28Vqby22XYOAPR4jIAAAADH4P4316qqoVUPXTRSvaNCbecAQMCIiwzVLy8aoaqGVt3/5lrbOQDQ4zECAgAAHKV31u7VgsJ9OndEX52fnWw7BwACznnZyTpvZF8tKNyntwv32s4BgB6NERAAAOAoVDW06J7X1yk2IkQPXTzCdg4ABKwHLxqhuMgQ3fvGOlU1tNjOAYAeixEQAADgKPzyrWJV1DXrvklZPAgEACxKignXfZOyVFHXrIfeKrKdAwA9FiMgAADAEVpUUqbZq3bp9GGJmjImxXYOAAS8S45L0RnDEzVn1W4tKimznQMAPRIjIAAAwBGobWrV3XMKFRUapEenZMsYYzsJAAKeMUaPXpKt6LBg3T2nULVNrbaTAKDHYQQEAAA4Ao+/s157qpt05/mZSomLsJ0DADioX1yE7jgvQ3uqm/T4O+tt5wBAj8MICAAA0EHLtlTq5WU7NCE9XpeP7287BwDwXy4f318nDIrXy8t26NPNlbZzAKBHYQQEAADogMYWj2bMLlB4iEuPT82Ry8UxYADoaVwuo8en5ig8xKU75hSoscVjOwkAegxGQAAAgA54cmGJtlc26Od5wzUwIcp2DgDgGwzoE6Xbzx6u7ZUNenJhie0cAOgxGAEBAAC+xeqdVfrL0q0alRana05Jt50DAPgWPzw5XaPT4vSXpVv1xY4DtnMAoEdgBAQAADiM5jaPps9aoyCX0RPTchTEMWAA6PGCXEYzp+Uo2OXS9FkFam7jWDAAMAICAAAcxjOLNmtDaZ1uOnOohrljbOcAADpomDtGN505RBvL6vTMB5ts5wCAdYyAAAAA36BoT43+uGiTMvrG6IYzBtvOAQAcoZ+cMViZyb30xw83q2hPje0cALCKERAAAOAQ2jxezZhdIEfSE9NGKSSIl00A4GtCglx6YlqOHEnTZ69Rm8drOwkArOHVLAAAwCG8sGSrCndX67rTBik7NdZ2DgDgKI1MidX1pw3S2t01en7JFts5AGANIyAAAMB/2Vxep6fyN2hQYpRuOWuo7RwAwDG6+ayhGpwYpd/mb9Tm8jrbOQBgBSMgAADA13i9jmbMKlCrx6uZU3MUHhJkOwkAcIzCQ4I0c1qOWj1ezZhVIK/XsZ0EAN2OERAAAOBrXvx0m1ZsP6CrTxyocQPjbecAADrJ2AHxuvrEgVqx/YBe/HSb7RwA6HaMgAAAAAft3N+gme+WKLV3hH5xznDbOQCATvaLc4YrtXeEZr5bop37G2znAEC3YgQEAACQ5DiO7pxTqIYWjx6bkqOosGDbSQCAThYVFqzHp+aoocWjO+cUynE4FgwgcDACAgAASHptxS4t3VSh745L0ylDE2znAAC6yMlDEvS949O0dFOF/r1ip+0cAOg2jIAAACDgldY06Zfzi+TuFaa7Lsi0nQMA6GJ3XZApd68wPTy/WKU1TbZzAKBbMAICAICA5jiO7p67VrVNbXr44mzFRoTYTgIAdLFe4SF65OJs1Ta16e65HAsGEBgYAQEAQECbV7BX+cWlunBUP+VluW3nAAC6SW6WWxeN7qf84jK9uWaP7RwA6HIdGgGNMeHGmNeNMRuMMauNMe8YYwb+1+dcbYxxjDGTuiIUAACgs1XWNeuBN9cpPipU90/Osp0DAOhm908eoT5RoXpwXpEq65pt5wBAlzqSKwGflzTccZzRkt46+LYkyRiTKul6Scs6Nw8AAKDrPDCvSPvrW/TAhSPUJzrMdg4AoJvFR4XqgQtHtP+3YF6R7RwA6FIdGgEdx2lyHGeB8/9vlLBM0qCvfcrzkm6VxK9OAACAT1hYVKp5a/YoN9OtyTnJtnMAAJZMyklWXpZb89bs0Xvr9tnOAYAuc7T3BLxZ0jxJMsbcIGmd4zifHe4LjDG3GWN2ffmnrq7uKH80AADAsalubNXdcwsVEx6sRy4ZKWOM7SQAgCXGGD188UjFhAfrntfXqrqx1XYSAHSJIx4BjTF3SRoq6W5jTLqkayXd921f5zjOk47jpH75Jzo6+shrAQAAOsGj84tVVtusey/IkrtXuO0cAIBl7l7hundSlspqm/XIfI4FA/BPRzQCGmNulzRF0nmO4zRIOlFSP0nFxphtkk6Q9BdjzLWdHQoAANAZlmws179W7NSpQxP0nXGptnMAAD3Ed8am6tShCfr3il1asrHcdg4AdLoOj4DGmNskXSYpz3GcKklyHOcfjuP0dRxnoOM4A9V+r8AfOY7zQpfUAgAAHIP65jbdMbtQkaFBevSSbI4BAwC+YozRo5dkKzI0SHfMLlR9c5vtJADoVB0aAQ8+/fc3kuIkLTLGrDbGHPYegAAAAD3NE++WaHdVo6afM1xp8ZG2cwAAPUxafKRmnJuh3VWNeuLdEts5ANCpgjvySY7j7JL0rb8qdxznjGMNAgAA6Aortu3X3z/dpnEDeuuqEwfazgEA9FBXnjBAbxXs0d8+2aYLcpJ1/MB420kA0CmO9unAAAAAPqOp1aPpswoUEuTS49Ny5HJxDBgAcGgul9HjU3MUFuzSjFkFamr12E4CgE7BCAgAAPzeb/M3aktFvW7NHabBidG2cwAAPdygxGjdmjdMWyrq9dv8jbZzAKBTMAICAAC/VrirWi8s2aLslFhde2q67RwAgI/48Snpyk6J1QtLtqhgV5XtHAA4ZoyAAADAb7W0efWLWWtkJM2clqPgIF76AAA6JjjIpZnTcmQkTZ9VoJY2r+0kADgmvBIGAAB+69nFm7V+X63+Z+IQZSb3sp0DAPAxmcm9dOPEIVq/r1Z/+nCz7RwAOCaMgAAAwC+V7KvV0x9s1DB3tH46cYjtHACAj7px4hANd8foD4s2qmRfre0cADhqjIAAAMDveLyOps8ukMfraOa0UQoN5iUPAODohAa3Hwv2eB1Nn7VGbR6OBQPwTbwiBgAAfuevS7dqzc4q/eiUdI1Oi7OdAwDwcaPS4vTjUwdpza5q/fXjrbZzAOCoMAICAAC/sq2iXr9+r0QD+0TqtrzhtnMAAH7itrxhSk+I0m/e26CtFfW2cwDgiDECAgAAv+H1Opoxu0DNbV49PjVHEaFBtpMAAH4iPCRIj03JVnObVzNmF8jrdWwnAcARYQQEAAB+45XPd+izrfv1/RP6a8KgPrZzAAB+ZsKgPrryhAH6fOt+vfL5Dts5AHBEGAEBAIBf2F3VqMcWFKtfbLhmnJthOwcA4KdmnJehlLgIPbagWLurGm3nAECHMQICAACf5ziO7ppTqPoWjx6dkq2Y8BDbSQAAPxUdFqxHp2SrvsWjO+cUynE4FgzANzACAgAAnzdn1W4t3lCuqWNSdcbwJNs5AAA/d/qwRE0bm6qPNpRr9qrdtnMAoEMYAQEAgE8rq23SQ28VKSE6TPdOyrSdAwAIEPdekKXEmDD98q0ildU22c4BgG/FCAgAAHzafa+vU3Vjqx6+eITiIkNt5wAAAkRsZIh+edFIVTe26t7X13IsGECPxwgIAAB81oLCvXpn3T6dn91X545Mtp0DAAgw547sqwuyk/XuulItKNxnOwcADosREAAA+KQD9S267421iosM0YMXjrSdAwAIUA9cOEK9I0N0/5trdaC+xXYOAHwjRkAAAOCTHnqrSBV1Lbp/cvs9mQAAsCExJkz3Tx6hiroWPfRWke0cAPhGjIAAAMDnLFpfprlf7NbE4Ym6eHSK7RwAQIC7aHQ/nZmRpLlf7NYH60tt5wDAITECAgAAn1Lb1Kq75hYqOixYj1ySLWOM7SQAQIAzxuiRS0YqJixYd81Zq5qmVttJAPB/MAICAACf8qu312tvdZPuOj9T/eIibOcAACBJSo6N0J3nZ2pfTZN+tWC97RwA+D8YAQEAgM/4ZHOF/vHZDp04qI8uG59mOwcAgP9w2fg0nTS4j/75+Q59srnCdg4A/AdGQADJ0nQAAAAgAElEQVQA4BMaWtp0x+xChYe49NhUjgEDAHoeY4wem5KjiJAg3TG7UA0tbbaTAOArjIAAAMAn/Oa9Ddqxv0G3nz1cA/pE2c4BAOCQ+veJ1O3nDNeO/Q36zXsbbOcAwFcYAQEAQI+3ascB/fXjrTquf5x+eHK67RwAAA7rBycN1Jj+cfrrx1u1cvsB2zkAIIkREAAA9HDNbR5Nn1WgEJdLM6fmKMjFMWAAQM8W5DKaOS1HIS6XZswuUHObx3YSADACAgCAnu3p9zdpU1mdbj5riIa6Y2znAADQIUOSYnRL7lBtKqvT0+9vsp0DAIyAAACg51q3p1p/WrxZWcm9dP3pg23nAABwRK47bZCyknvpT4s3a+3uats5AAIcIyAAAOiRWj1eTZ9VIEntR6qCeNkCAPAtIUEuzZyWI0maPqtArR6v5SIAgYxX0wAAoEd6/qMtWrenRj85fZBGpsTazgEA4KiMTInVT04fpKK9NXr+oy22cwAEMEZAAADQ42wqq9Xv3t+owYlRuunMobZzAAA4JjedOVRDkqL1u/yN2lRWazsHQIBiBAQAAD2Kx+t8dWRq5rRRCg8Jsp0EAMAxCQ8J0uNTc9Tqbb/Vhcfr2E4CEIAYAQEAQI/y90+2adWOKv3gpIEaO6C37RwAADrF2AG99cOT0rVqR5X+/sk22zkAAhAjIAAA6DF2VDboiXdLlBYfoV+cM9x2DgAAner2c4apf3yknni3RDsqG2znAAgwjIAAAKBHcBxHd8wpUGOrR49NyVFkaLDtJAAAOlVkaLAem5KtxlaP7phTIMfhWDCA7sMICAAAeoRXl+/UJ5srddn4NJ08JMF2DgAAXeKkIQm6bHx/fbK5Uq8u32k7B0AAYQQEAADW7a1u1KPzi9W3V7juPD/Tdg4AAF3qzvMz1LdXuB6dX6y91Y22cwAECEZAAABgleM4umfuWtU2t+mRS0aqV3iI7SQAALpUr/AQPTplpGqb23T33LUcCwbQLRgBAQCAVW+u2aP315fp4tH9dFam23YOAADd4swMty4e3U8frC/TG6v32M4BEAAYAQEAgDUVdc164M116hMVqvsmj7CdAwBAt7p/8gglRIfqwXnrVFHXbDsHgJ9jBAQAANbc/+Y6HWho1YMXjVB8VKjtHAAAulXvqFA9eOFIHWho1f1vrrOdA8DPMQICAAAr3l23T/ML9ursLLcuyE62nQMAgBXnZ/fVOSPcml+wV++s3Wc7B4AfYwQEAADdrrqhVfe8vla9woP18MUjZYyxnQQAgBXGGP3yopHqFR6se99Yq+qGVttJAPwUIyAAAOh2D88vUnlts+6dlKWkXuG2cwAAsCqpV7jumzxC5bXN+uX8Its5APwUIyAAAOhWizeU67WVu3TasERNG5tqOwcAgB5h6pgUnT4sUbNW7tLiDeW2cwD4IUZAAADQbeqa23TXnEJFhQbp0Us4BgwAwJeMMXp0SraiQoN015xC1TW32U4C4GcYAQEAQLeZ+c567a5q1IzzMpTaO9J2DgAAPUpKXITuOC9Du6sa9fjb623nAPAzjIAAAKBbfL51v178dLvGD4zX9ycMsJ0DAECPdMWEARqfHq+Xlm3XZ1sqbecA8COMgAAAoMs1tXo0Y3aBwoJdenxajlwujgEDAHAoLpfR41NzFBbs0h1zCtXU6rGdBMBPMAICAIAu99TCDdpaUa/b8oYpPSHKdg4AAD1aekKUfn72MG2tqNdTCzfYzgHgJxgBAQBAl1qzs0ovLNminNRY/eiUdNs5AAD4hGtOTteo1Fi9sGSL1uyssp0DwA8wAgIAgC7T0ubVjNkFCnIZzZyWo+AgXnoAANARwUEuzZw2SkEuo+mzCtTS5rWdBMDHdeiVuDEm3BjzujFmgzFmtTHmHWPMwIMf+6sxpuTg+z8yxozuymAAAOA7/vjhJq3fV6sbJw5RRt9etnMAAPApw/vG6KcTh6qktFbPLNpkOweAjzuSX8c/L2m44zijJb118G1Jel3SiIPvnynp352bCAAAfNH6fTX6wweblNE3Rv9zxhDbOQAA+KQbzhisjL4xembRJhXvrbGdA8CHdWgEdBynyXGcBY7jOAfftUzSoIMfe9NxnLavvX+AMYazPgAABLA2j1fTZxXI6zh6fGqOQoN5aQAAwNEIDXZp5rQceR1H02cVqM3DsWAAR+doX5HfLGneId5/i6QFjuPwbyUAAALYX5ZuVcGual176iCNSouznQMAgE/LSY3TtacNUuHuaj2zaLPtHAA+6ohHQGPMXZKGSrr7v97/fUmXSrr+G77uNmPMri//1NXVHU0vAADo4baU1+nJhRuUnhClW/OG2c4BAMAv3Jo7TBl9Y/RU/gYtLCq1nQPABx3RCGiMuV3SFEnnOY7T8LX3f1fS/ZLyHMcpO9TXOo7zpOM4qV/+iY6OPpZuAADQA3m9jmbMLlBzm1ePT81ReEiQ7SQAAPxCeEiQXrhqnOKjQvWzV7/QhtJa20kAfEyHR0BjzG2SLlP70Ff1tfdfKulhSbmO4+zo/EQAAOArXv5su5ZvO6CrThyg8enxtnMAAPArafGR+uMVY9Tc5tW1L65QVUOL7SQAPqRDI6AxJlXSbyTFSVpkjFltjPns4IdfkRQu6Y2D719tjOnTNbkAAKCn2nWgQY+/vV4pcRGafm6G7RwAAPzSCYP66P4LR2h7ZYN++o8veFAIgA4L7sgnOY6zS5L5ho+FdGoRAADwOY7j6M45hapv8ehP389WdFiHXmIAAICjcOUJA1S8t0b/+GyHHllQrPsnj7CdBMAHHO3TgQEAAL7y2spdWrKxQt8Zm6rThiXazgEAwO89MHmExg+M1/9+vE3/XrHTdg4AH8AICAAAjklZTZMefqtIiTFhuueCLNs5AAAEhNBgl/74/TFKiYvQPXPXauX2A7aTAPRwjIAAAOCoOY6je15fq5qmNj188UjFRnKXEAAAuktCdJiev2qsglxG17+0UnurG20nAejBGAEBAMBRm1+4V+8VleqCnGSdM6Kv7RwAAALOiH6x+vV3RqmirlnXvbhSTa0e20kAeihGQAAAcFT217fo/jfWqXdkiB68kBuSAwBgywU5ybrpzCEq3F2tGbML5DiO7SQAPRAjIAAAOCoPzlunyvoWPXDhCCVEh9nOAQAgoN2aO0x5WW69sXqPnvtoi+0cAD0QIyAAADhi7xeX6o3Ve3RWRpIuHNXPdg4AAAHP5TJ66rujNcwdrcffWa9F68tsJwHoYRgBAQDAEalpatXdc9cqJixYj1ySLWOM7SQAACApOixYL1w1TrERIbr5n19oU1mt7SQAPQgjIAAAOCK/WlCsfTVNuuuCTPWNDbedAwAAvmZAnyg9c/kYNbR6dO2LK1Xd0Go7CUAPwQgIAAA67ONNFfrn5zt18pA++t7xabZzAADAIZw8JEH3XJCprRX1uunVL+Tx8qAQAIyAAACggxpa2nTHnAJFhATpsSk5HAMGAKAH+8FJA/XdcWn6aEO5Hnu72HYOgB6AERAAAHTIE++WaOf+Rv3inOFKi4+0nQMAAA7DGKOHLh6hsQN664UlWzV75S7bSQAsYwQEAADfauX2/frbJ9s0pn+crj5poO0cAADQAWHBQXr2+2OVHBuuO+cWavXOKttJACxiBAQAAIfV1OrR9FkFCglyaea0UQpycQwYAABfkRgTpuevHCcj6boXV6i0psl2EgBLGAEBAMBh/f79jdpcXq9bzhqqIUnRtnMAAMARyk6N1cxpOSqrbdZ1L61UU6vHdhIACxgBAQDAN1q7u1rPfbRFI/r10nWnDbKdAwAAjtJFo1N0wxmDtWZnle6aWyjH4YnBQKBhBAQAAIfU6vFq+qwCGUkzp+UoJIiXDQAA+LLbzx6uMzOSNGfVbv1l6VbbOQC6Ga/mAQDAIT23eLOK9tbohjMGa0S/WNs5AADgGAW5jH77vdEanBilRxcUa/GGcttJALoRIyAAAPg/NpbW6vfvb9LQpGj99MwhtnMAAEAn6RUeoj9ffbyiw4J10z9WaWtFve0kAN2EERAAAPwHj9fRL2YVqNXr1ePTchQWHGQ7CQAAdKL0hCj94fIxqmtu04//vlw1Ta22kwB0A0ZAAADwH/73461avbNK15ycrjH9e9vOAQAAXeC0YYm66/xMbS6v189eXS2PlweFAP6OERAAAHxle2W9fv1eifrHR+r2s4fbzgEAAF3oR6eka8qYFH2wvky/fq/Edg6ALsYICAAAJEler6M7ZheqqdWrx6ZmKyKUY8AAAPgzY4wevSRbo9Pi9KcPN+uN1bttJwHoQoyAAABAkvTP5Tv06ZZKXT6hv04anGA7BwAAdIPwkCA9d+VYJcWEafqsAhXuqradBKCLMAICAADtqWrUrxasV3JsuO48L8N2DgAA6EbuXuF6/qpxciRd99IKldU22U4C0AUYAQEACHCO4+juuYWqa27To5dkKyY8xHYSAADoZqPT4vTYlGztrW7SDS+vUnObx3YSgE7GCAgAQIB7ffVuLSop15TjUjQxI8l2DgAAsGTKmFRde2q6Vm4/oPteXyfH4YnBgD9hBAQAIICV1zbrwXlFSogO1b2TsmznAAAAy+44L1OnDUvUv1bs1N8/2WY7B0AnYgQEACCA3f/mWlU1tOqhi0aqd1So7RwAAGBZkMvo6e8dp/SEKP1yfrE+3lRhOwlAJ2EEBAAgQL2zdq8WFO7TuSP66vzsZNs5AACgh4iNDNELV41TZEiQbvzHKu2obLCdBKATMAICABCAqhpadM/r6xQbEaKHLh5hOwcAAPQwQ5Ki9fvLjlN1Y6t+/OJy1TW32U4CcIwYAQEACEAPvVWkirpm3TcpS0kx4bZzAABADzQxI0nTz8nQhtI63fqv1fJ6eVAI4MsYAQEACDCLSso0Z9VunT4sUVPGpNjOAQAAPdhPTh+ki0b308KiUv02f4PtHADHgBEQAIAAUtvUqrvnFCoqNEiPTsmWMcZ2EgAA6MGMMXp8ao6yU2L1+w82aX7BXttJAI4SIyAAAAHk8XfWa091k+44P1MpcRG2cwAAgA8IDwnS81eNVUJ0mG5/bY3W7am2nQTgKDACAgAQIJZtqdTLy3ZoQnq8rhjf33YOAADwIcmxEXruyjHyeB1d9+JKVdY1204CcIQYAQEACACNLR7NmF2g8BCXHp+aI5eLY8AAAODIjB0Qr4cvHqndVY264ZVVamnz2k4CcAQYAQEACABPLizR9soG/TxvuAYmRNnOAQAAPurS49P0g5MG6vOt+/XgvHW2cwAcAUZAAAD83OqdVfrL0q0alRana05Jt50DAAB83D0XZOrkIX30ymc79NKy7bZzAHQQIyAAAH6suc2j6bPWKMhl9MS0HAVxDBgAAByj4CCX/nDZGPWPj9SDb67Tsi2VtpMAdAAjIAAAfuyZDzZpQ2mdbjpzqIa5Y2znAAAAP9E7KlR/vnqcwoJd+p9XVmnn/gbbSQC+BSMgAAB+qmhPjf744WZl9I3RDWcMtp0DAAD8zDB3jJ767mjtr2/RtS+uUH1zm+0kAIfBCAgAgB9q83g1Y3aBHElPTBulkCD+kw8AADrf2SP66vazh2n9vlrd/toaeb2O7SQA34C/EQAA4IdeWLJVhburde2pg5SdGms7BwAA+LEbJw7RBTnJenvtPj39wSbbOQC+ASMgAAB+ZnN5nZ7K36BBiVH6We5Q2zkAAMDPGdP+ALKs5F56Kn+D3lm7z3YSgENgBAQAwI94vY5mzCpQq8ermVNzFB4SZDsJAAAEgMjQYL1w9Tj1iQrVbf9erfX7amwnAfgvjIAAAPiRFz/dphXbD+jqEwdq3MB42zkAACCApMRF6E/fH6tWj1fXvrhC++tbbCcB+BpGQAAA/MTO/Q2a+W6JUntH6BfnDLedAwAAAtD49Hg9eOFI7dzfqBtfWaVWj9d2EoCDGAEBAPADjuPozjmFamjx6FdTshUVFmw7CQAABKjLJ/TXlScM0KdbKvXwW0W2cwAcxAgIAIAf+PeKnVq6qULfHZemU4cm2s4BAAAB7r7JWTphULz+/ul2vfr5Dts5AMQICACAzyutadLD84vl7hWmuy7ItJ0DAACgkCCX/njFWKX2jtC9b6zV8m37bScBAY8REAAAH+Y4ju6eu1a1TW16+OJsxUaE2E4CAACQJMVHheqFq8YpJMilG15eqd1VjbaTgIDGCAgAgA+bV7BX+cWlmjyqn/Ky3LZzAAAA/kNmci89eekoVdS16LoXV6ixxWM7CQhYjIAAAPioyrpmPfDmOsVHheqByVm2cwAAAA7p3JHJuuWsoVq3p0a/mLVGjuPYTgICUodGQGNMuDHmdWPMBmPMamPMO8aYgQc/lnTw7Y3GmLXGmFO6MhgAALR7YF6R9te36IELR6hPdJjtHAAAgG90y1lDdc4It94q2Ks/frjZdg4QkI7kSsDnJQ13HGe0pLcOvi1Jj0la5jjOUEk/lPSKMSa4czMBAMDXLSwq1bw1e5Sb6dbknGTbOQAAAIflchk9eeloZfSN0a/fK1F+UantJCDgdGgEdBynyXGcBc7/v2Z3maRBB//3pZKeOfh5yyWVSuJqQAAAukh1Y6vunluomPBgPXLJSBljbCcBAAB8q6iwYL1w1TjFRYToZ/9arY2ltbaTgIBytPcEvFnSPGNMH0kux3HKv/axbZL6H2sYAAD4v2qbWvWTl1aqrLZZ91yQKXevcNtJAAAAHZYWH6lnrhijxlaPrn1xhaobWm0nAQHjiEdAY8xdkoZKuvvgu/77jp6HvBzBGHObMWbXl3/q6uqO9EcDABDQKuqaddkLy/TplkpdfeIAXTouzXYSAADAETtpcILun5ylbZUN+uk/V6nN47WdBASEIxoBjTG3S5oi6TzHcRocx6k8+P7Er33aAEk7/vtrHcd50nGc1C//REdHH0s3AAABZef+Bn3n2U+1dneNbs0dpgcuHMExYAAA4LOuPGGALhufpiUbK/Srt9fbzgECQodHQGPMbZIuk5TnOE7V1z70mqQbD37O8ZL6SlramZEAAASykn21mvbsJ9pWWa9fXjxSt+QOZQAEAAA+zRijBy8cqeMH9tZflm7VrJW7bCcBfs/8/2d9HOaTjEmVtFPSFklf3rmz2XGcCcYYt6SXJKVLapH0P47jLP6275mamurs2sX/yQEAOJyV2w/omr8tV0NLm568dLQmj+pnOwkAAKDTVNQ168Knl6qirkWvXn+CxvTvbTsJ8CnGmN2O46R26HM7MgJ2BUZAAAAO78OSMt3w8ioZIz37/bE6bVjit38RAACAj1m7u1rTnv1EMeEhmvfTU9Q3lgefAR11JCPg0T4dGAAAdKE3Vu/Wj/++QmEhLr3y4wkMgAAAwG+NTInVE9NGqby2Wde/tEJNrR7bSYBfYgQEAKCH+dvHW3XLq6uVGBOm164/UcdxLAYAAPi5yaP66caJg7VmV7XunFMoW6cWAX8WbDsAAAC0cxxHT+Vv1O/f36hBiVF66UcTlBIXYTsLAACgW/w8b7hK9tVq7he7lZkco+tOG2w7CfArXAkIAEAP4PE6uveNtfr9+xuVkxqr164/kQEQAAAEFJfL6KnvjtbQpGg99vZ6fVhSZjsJ8CuMgAAAWNbS5tXNr36hl5ft0MlD+ugf156gPtFhtrMAAAC6XUx4iF64apxiwkN00z+/0ObyOttJgN9gBAQAwKL65jb96O/LNb9gr87P7qu//uB4RYdxtw4AABC4BiZE6Q+XH6f65jZd++IKVTe22k4C/AIjIAAAluyvb9Hlf/5MSzZW6PIJ/fX0ZWMUFhxkOwsAAMC6U4cm6u4LsrSlvF43//MLebw8KAQ4VoyAAABYsKeqUd959hOt2Vmln04cokcuHqkgl7GdBQAA0GNcc/JATRubqsUbyjXznfW2cwCfx3kjAAC62aayOl31l8+0p7pJ903K0jWnpNtOAgAA6HGMMXrkkpHaXF6n5z7aoozkGF1yXKrtLMBncSUgAADdaM3OKn3n2U9UVtusp747igEQAADgMMKCg/Tc98eqb69wzZhdqDU7q2wnAT6LERAAgG6ydGOFLnthmRpbPXrhqnH8JhsAAKADknqF67krx0qSrntphcpqmiwXAb6JERAAgG6woHCvfvi3zxXsMnr5RxM0MSPJdhIAAIDPGJUWp5lTc1Ra06zrX16pplaP7STA5zACAgDQxV75bLtu/H/t3Wd4lGXC9vHzSu8JPUBooUPoNUixVxRUUBQEFTDoWnZd3V1XV9e6Pu7qrpVuQQQE7GJZ21JM6L2XEEJCJ6T3zPV+EJ/H9bVQklzJzP93HDkwkyHz/+BMJif3zD1nreqEBWn+pET1blnXdRIAAECtM7xHUyUNide69Gw99P5mWcsZg4HTwYlBAACoItZavfT1bj37xU61qBem2eP7qVndMNdZAAAAtdYfLumgnYfytHBNhjo2jtJ43l8ZOGUcCQgAQBXweKwe/Wirnv1ipzo1jtLCSQMYAAEAAM6Sv5/R8zf0UHyDcD25aKuW7jrqOgmoNRgBAQCoZGUVHt07f71eT05Tv1Z1NS+pvxpEBrvOAgAA8ApRIYGaMba3woMDdOecdUo7VuA6CagVGAEBAKhERaUVum3War2//oAu6tRIb9zaV1Ehga6zAAAAvEp8gwi9eEMP5RWXacKs1corLnOdBNR4jIAAAFSS7MJSjZm5Qt/sOKqRveI0eXRPhQT6u84CAADwSue2b6g/XdZBu4/k63dvr5fHw4lCgF/CCAgAQCU4nFus66cu15p9J5Q0OF7PjOiqAH9+zAIAAFSliYPidXWPpvpy2xE9+8UO1zlAjcbZgQEAOEt7jxXoppkrlHGiSA9c1kFJQ1q7TgIAAPAJxhj97ZouSj2ar5e/2aMOsVG6slsT11lAjcQhCgAAnIXNmTkaOSVZB7KL9MyIrgyAAAAA1Swk0F9Tb+qthpHBun/hBm3OzHGdBNRIjIAAAJyhlD3HNWracuUWl2vKmF66rncz10kAAAA+KTY6RFNu6iWPR7pt1modzStxnQTUOIyAAACcgc+3HNK411bKSJp1a19d3DnWdRIAAIBP69m8jp66posO5BTr9tlrVFrucZ0E1CiMgAAAnKb5q/br9tlrFBUSoLm39Vf/+HqukwAAACBpRK84jR/YSqv3ndAjH26WtZwxGPgeIyAAAKdhyuI9+sM7G9UkJlQLJg1QQtNo10kAAAD4gQcu66BBbetr7sr9enP5Ptc5QI3BCAgAwCmw1uqpT7bp6U+3q32jSL1z+wC1qh/uOgsAAAA/EuDvp5du6KmW9cL06EdblbznmOskoEZgBAQA4FeUV3h0/8KNmrYkVb1a1NH8pEQ1igpxnQUAAICfER0WqBnjeis00F+/eWut9mcVuk4CnGMEBADgFxSXVWjS7LVauCZD57VvoNnj+yk6LNB1FgAAAH5Fm4aRen5Ud2UXlWnirNUqKCl3nQQ4xQgIAMDPyC0u09hXV+rLbYd1dY+mmja2t0KD/F1nAQAA4BRd0LGR7ru4vbYfytO989fL4+FEIfBdjIAAAPyEo3klGjV1uVbuzdIt57TUsyO7KdCfH5sAAAC1zR3nttaV3Zro8y2H9fxXu1znAM4EuA4AAKCmST9eqJteXaF9xwt138Xt9Jvz2sgY4zoLAAAAZ8AYo2eu7aq9x/L1/Fe71CE2Upd1aew6C6h2HNIAAMAPbDuYq2unJCs9q1BPXp2gO89vywAIAABQy4UG+WvaTb1VPyJI987foG0Hc10nAdWOERAAgJNWpWXp+qkpyiks08s39tTofi1cJwEAAKCSNIkJ1ZQxvVTu8WjirNXKKih1nQRUK0ZAAAAkfb39sMbMWKFyj9WrN/fR5bxEBAAAwOv0bllXjw9LUMaJIt3x1hqVVXhcJwHVhhEQAODz3l2boYmz1ig8OEBzJ/bXwLb1XScBAACgiozq21zjEltoeWqWHvtoq+scoNowAgIAfNrMZXt17/wNahQZrPlJierWLMZ1EgAAAKrYQ0M7KTG+nt5cvk9zVqS7zgGqBSMgAMAnWWv198+36/GPt6pNwwgtvH2A2jSMcJ0FAACAahDo76dXRvdUs7qheviDzVqRetx1ElDlGAEBAD6nwmP15/c26+Vv9qhbsxgtSEpUk5hQ11kAAACoRnXCgzR9bG8FBfjp9rfWKuNEoeskoEoxAgIAfEpJeYXunLNWc1ema1Db+pozoZ/qhAe5zgIAAIADHWKj9Nx13ZVVUKqJs9aosLTcdRJQZRgBAQA+I7+kXLe8tkqfbj6koV0ba+a4PgoPDnCdBQAAAIcuTYjV7y5sp20Hc3X/go2y1rpOAqoEIyAAwCcczy/RDdOWK3nPcY3p31zPj+qhoAB+DAIAAEC66/w2uiwhVos2HdRLX+92nQNUCX77AQB4vYwThRo5JUWbMnN0zwVt9fiwBPn7GddZAAAAqCH8/Iz+MbKbOsRG6tkvdurfWw65TgIqHSMgAMCr7TqcpxGTU5R6rECPXtVZv7uonYxhAAQAAMB/Cw8O0PSxvVU3PEi/e3u9dhzKc50EVCpGQACA11qbfkIjp6boWH6Jnh/VXeMGtHSdBAAAgBqsWd0wvTK6p0rKPZo4a7VOFJS6TgIqDSMgAMArLd55VKOnr1BJmUczxvXWsO5NXScBAACgFugfX09/vaqz0rMKdefctSqv8LhOAioFIyAAwOt8uOGAJryxSkEBfpo9oZ/Obd/QdRIAAABqkTH9W2h0v+b6dvdxPbFom+scoFIwAgIAvMqbKWm6Z9461Q0P0oJJierVoo7rJAAAANRCj1zZWX1b1dXryWmav2q/6xzgrDECAgC8grVW//xip/7ywRa1rBeuhZMGqF2jSNdZAAAAqKWCAvw0eXRPNY0J1YPvb9KafVmuk4CzwggIAKj1PB6rRz7coue/2qWEplFaMPvXU2EAACAASURBVClRzeqGuc4CAABALVcvIljTx/ZWgJ+fkt5cqwPZRa6TgDPGCAgAqNVKyz265+31mpWyT4nx9TR3Yn/Vjwh2nQUAAAAv0alJlJ69rpuO5Zco6c01Ki6rcJ0EnBFGQABArVVYWq4Js1brow0HdGnnWL12Sx9FhgS6zgIAAICXubxLY919fhttyszRHxZulLXWdRJw2gJcBwAAcCZOFJTqltdXaf3+bI3q00xPXt1F/n7GdRYAAAC81G8vbKfth/L04YYD6tg4Sref29p1EnBaOBIQAFDrHMwp0sipKVq/P1t3nNtaf7uGARAAAABVy8/P6Lnru6tdowg98/l2fb39sOsk4LQwAgIAapU9R/M1YnKKdh/J10NXdNQfLu0gYxgAAQAAUPUiggM0Y2wfRYcG6p6567X7SJ7rJOCUndIIaIx5wRiTZoyxxpiEH1x+iTFmjTFmnTFmszFmXNWlAgB83caMbI2ckqJDucV6dmQ3TRgU7zoJAAAAPqZ5vTC9cmNPFZZVaOKsNcopLHOdBJySUz0ScKGkgZL2fX+B+e6wizmSbrHW9pA0VNJUY0xkpVcCAHxe8u5jumHachWUlGvqmF66tlec6yQAAAD4qAFt6usvV3TU3mMFumveOlV4OFEIar5TGgGttUustRk/8+WYk39GSTouqaQywgAA+N6nmw7q5tdWyc/P6M3x/XRhp0aukwAAAODjxg1oqet7N9OSnUf11CfbOGMwarwzPjuwtdYaY66T9K4xpkBSHUnXWGtLf+r6xph7Jd37/efR0dFnetMAAB8yd2W6Hnxvk+pFBOuNW/qqU5Mo10kAAACAjDF6bHhn7Tmar5nL9spI+vPlHeXHCetQQ53xiUGMMQGSHpA0zFrbQtIFkt4wxtT9qetba5+z1sZ9/xEREXGmNw0A8AHWWr38zW498O4mxdUJ08JJiQyAAAAAqFGCA/w18+Y+6tOyjmYs26v7Fm5QWYXHdRbwk87m7MDdJTWx1n4rSdbaVZIOSOpWGWEAAN/l8Vg9sWib/v75DnWIjdTCSYlqUS/cdRYAAADw/4kODdSsW/vp/A4N9e7aTE16c42KyypcZwH/n7MZAfdLijPGtJckY0wbSa0l7ayMMACAbyqr8Oi+BRs0c9le9W1ZV28nJaphVIjrLAAAAOBnhQb5a+pNvXRNz6b6avsR3TRzhXKKOGswapZTGgGNMS8bYzIkxUn60hiz21p7WFKSpIXGmA2S3pV0h7U2s+pyAQDerKi0QklvrtG76zJ1YceGmjW+r6JDA11nAQAAAL8q0N9P/xjRTRMGttKqtBO6fmqKjuQVu84C/pdxdfaauLg4m5HxcyccBgD4mpyiMo1/fZVW7zuha3vG6X+u7aIA/7M5YB0AAACoftZaTV68R898tkPN64bpzfF9eWsbVBljTKa1Nu5UrstvVwAA547kFuv6qSlave+EJg5qpb+P6MoACAAAgFrJGKM7zm2jv13TRRknCnXt5BRtPZDrOgtgBAQAuJV2rEDXTknW9kN5+uOlHfTnyzvKz8+4zgIAAADOyg19m+uV0T2VW1Sm66elaOXeLNdJ8HGMgAAAZ7YcyNGIKSnKPFGkp6/potvPbS1jGAABAADgHS5NaKzXb+kjj8fqppkr9OXWw66T4MMYAQEATqxIPa5RU5crt6hMr4zuqVF9m7tOAgAAACrdgDb1Nfe2/goPDlDS7DVauIbzI8ANRkAAQLX7YuthjX11payk12/to0sTGrtOAgAAAKpM17gYLZyUqNioEN23YIOmL0l1nQQfxAgIAKhWC1bv16TZaxQRHKB5t/XXgNb1XScBAAAAVS6+QYTeuX2A2jaM0JOfbNP/fLZd1lrXWfAhjIAAgGozbcke3b9wo2KjQrRgUqISmka7TgIAAACqTWz0d8+DezSP0eT/7NED725SeYXHdRZ8BCMgAKDKWWv1t0+36alPtqtdo+/+BTS+QYTrLAAAAKDaxYQF6a0J/TS4XQPNW7Vfv5mzVsVlFa6z4AMYAQEAVaq8wqM/vrNRUxenqkfzGM1PSlRsdIjrLAAAAMCZsKAAzRjbW1d1a6LPtxzWLa+tUl5xmesseDlGQABAlSkuq9Adb63V/NUZGtKugd6a0E8xYUGuswAAAADnggL89K/ru2tcYgulpB7XDdOX61h+iesseDFGQABAlcgrLtPNr63Uv7ce1lXdmmj62N4KCwpwnQUAAADUGH5+Rn+9qrN+e2Fbbc7M1cgpKdqfVeg6C16KERAAUOmO5pVo1LTlWp6apXGJLfSv67srKIAfOQAAAMCPGWP02wvb6fFhnZV2vEAjpiRr5+E811nwQvxGBgCoVPuzCjVySrK2HMjV7y5sp79e1Vl+fsZ1FgAAAFCj3ZTYUi+M6qGsglKNnJKiNftOuE6Cl2EEBABUmh2H8nTt5GTtyyrU48MTdM+FbWUMAyAAAABwKq7s1kQzx/VRablHY2as0H92HHGdBC/CCAgAqBRr9mVp5JRknSgs1Ys39NBN/Vu4TgIAAABqncHtGmjOxH4KDvTThDdW64P1ma6T4CUYAQEAZ+2b7Uc0esYKlXusXr25j4Z2beI6CQAAAKi1ejSvowVJiWoQGax75q3X69/udZ0EL8AICAA4K++vy9TEWasVEuivtyb006C2DVwnAQAAALVe20aRWnj7AMU3CNdfP9qq577YKWut6yzUYoyAAIAz9tq3e/Xbt9erQWSwFk5KVI/mdVwnAQAAAF6jaUyoFiQlqmtctF74apf+8sFmVXgYAnFmGAEBAKfNWqtn/71Dj360VfENwrXw9gFq0zDSdRYAAADgdepFBGvOxP46p009zV6errvnrVNpucd1FmohRkAAwGmp8Fg9+P5mvfj1bnWNi9aCpEQ1jQl1nQUAAAB4rYjgAL16cx9dlhCrRRsPavwbq1RQUu46C7UMIyAA4JSVlFfo7rnrNGdFus5pU09zJvZXvYhg11kAAACA1wsO8NdLN/bUDX2ba+muY7pxxgplFZS6zkItwggIADgl+SXlGv/6ai3adFCXd4nVqzf3UURwgOssAAAAwGf4+xk9dXWC7jyvjTbsz9bIKck6kF3kOgu1BCMgAOBXZRWUavT05Vq2+5hu7NdcL97QU8EB/q6zAAAAAJ9jjNF9l7TXX4Z20p6jBRoxOVm7j+S7zkItwAgIAPhFmdlFGjElWRsycnTX+W305PAE+fsZ11kAAACATxs/sJWeu66bDueVaOSUZG3Yn+06CTUcIyAA4GftPpKnEZOTlXq0QA8P7aTfX9xexjAAAgAAADXBNT3jNH1sLxWVVeiG6cu1bNcx10mowRgBAQA/6ZvtR3Tt5BQdzSvRP6/vplsHtnKdBAAAAOBHzu/QSLPH91OAn9Gtr6/SJ5sOuk5CDcUICAD4LxUeq398vkO3vL5KkjRjXG9d3SPOcRUAAACAn9O7ZV3Nn5SomLBA/WbOWr21Yp/rJNRAjIAAgP91NK9EN81coZe+2a2ucdH6+K6BOrd9Q9dZAAAAAH5Fh9govXP7ADWvG6YH39usF7/aJWut6yzUIIyAAABJ0sq9WbrihaVK3nNcN/VvoQWTEtWsbpjrLAAAAACnqFndMC2cNECdGkfp2S926rGPt8rjYQjEdxgBAcDHWWs1dfEe3TB9ufJLyvX8qO56fHiCggP8XacBAAAAOE0NIoM1L6m/+raqq9e+TdPvF2xQWYXHdRZqgADXAQAAd3KKynTfgg36YuthtWkYocmje6pto0jXWQAAAADOQlRIoGbd2ld3zlmn99ZlKruwVK+M7qXQIP6h35dxJCAA+KjNmTm68sVl+mLrYQ3r3kQf/OYcBkAAAADAS4QE+mvKmJ4a2StO3+w4qjEzVyinsMx1FhxiBAQAH2Ot1dyV6bpmcrIO5RTr8eEJ+tf13RUezMHhAAAAgDcJ8PfTMyO6KmlwvNbsO6HrpqbocG6x6yw4wggIAD6ksLRcv1+wQQ+8u0kNIoK18PZE3dS/hYwxrtMAAAAAVAFjjB64vKMeuKyDdhzO07WTk7X3WIHrLDjACAgAPmLP0Xxd/XKy3l2bqfM7NNSiuweqa1yM6ywAAAAA1SBpSGs9M6KrDmQXaeSUZG3OzHGdhGrGCAgAPuDjjQd01YvLtOtInv5waXvNGNtbMWFBrrMAAAAAVKPrejfTlDG9lFtcrhumLdfy1OOuk1CNGAEBwIuVlnv01w+36M456xQaFKC3JvTXHee2kZ8fL/8FAAAAfNHFnWM169a+spLGvrpSn2855DoJ1YQREAC8VGZ2ka6bmqLXk9PUt1VdfXL3QCW2ruc6CwAAAIBj/ePrad5t/RUVEqDbZ6/R/NX7XSehGjACAoAX+s+OIxr6wlKt35+tSUNaa86EfmoYFeI6CwAAAEANkdA0WgsmDVCTmFD9YeFGTV28x3USqhgjIAB4kQqP1XNf7NQtr69Sucdq+tje+tNlHRTgz8M9AAAAgP/Wqn643rl9gNo3itTfPt2upz7ZJmut6yxUEX4rBAAvcSy/RONeXakXvtqlzk2itOiuQbqoUyPXWQAAAABqsEZRIZqflKheLepo2pJU3b9wo8orPK6zUAUYAQHAC6xOy9LQF5Zp2e5jurFfcy2cNEDN64W5zgIAAABQC0SHBWr2+H46r30DLVyToUmz16q4rMJ1FioZIyAA1GLWWs1YmqpR05Yrp6hMz13XTU9d3UUhgf6u0wAAAADUIqFB/po2treu7tFUX247rLGvrlRucZnrLFSiANcBAIAzk1tcpvsXbNDnWw4rvkG4Jo/upfaxka6zAAAAANRSgf5+enZkN8WEBeq1b9M0aupyvXFrXzWIDHadhkrAkYAAUAttPZCrq15cps+3HNbQro314Z0DGQABAAAAnDU/P6OHh3bSfRe309aDuRoxJVn7swpdZ6ESMAICQC0zf9V+Xf3Kt8rMLtKjV3XWizf0UEQwB3YDAAAAqBzGGN15fls9eXWC0rMKde3kZG0/lOs6C2eJERAAaomi0grdv2CD/vDORtWPCNb8pESNG9BSxhjXaQAAAAC80Oh+LfTyjT2VXVim66akaFValusknAVGQACoBfYeK9DVr3yrBWsydG77Bvr4roHq0byO6ywAAAAAXu7yLo316s19VO6xumnmCn29/bDrJJwhRkAAqOE+3XRQV764TDsO5+n3F7XTq+P6qE54kOssAAAAAD5iYNv6mjuxv8KCAjRx1hq9ty7DdRLOACMgANRQZRUePf7xVt3+1loFB/jpzVv76a4L2srPj5f/AgAAAKhe3ZrFaH5SohpFBut3b2/QzGV7XSfhNDECAkANdDCnSKOmLdfMZXvVu0UdLbp7kAa2re86CwAAAIAPa9MwQgtvH6A2DSP0+Mdb9ffPt8ta6zoLp4gREABqmKW7juqKF5Zpzb4Tmjiolebe1l+x0SGuswAAAABATWJCtSApUd2axejlb/boz+9tVoWHIbA2YAQEgBrC47F6/stdGvvqSpWVezRlTC89eEUnBfrzUA0AAACg5qgTHqQ5E/ppUNv6mrsyXXfNXauS8grXWfgV/GYJADVAVkGpbn59lf755U51jI3SR3cN1KUJsa6zAAAAAOAnhQcHaOa4PhratbE+2XRIt7y2Svkl5a6z8AtOaQQ0xrxgjEkzxlhjTMIPLg82xrxkjNlljNlijJlddakA4J3Wpp/QFS8s1ZKdRzWqTzO9e8cAtawf7joLAAAAAH5RUICfnh/VQ2P6N1fynuO6cfpyHc8vcZ2Fn3GqRwIulDRQ0r4fXf60JI+kdtbazpLur8Q2APBq1lq99u1eXTclRScKS/X3EV319LVdFRLo7zoNAAAAAE6Jv5/R48MSdM8FbbUxI0cjp6YoM7vIdRZ+gjmds7gYY9IkDbXWbjbGhEvKlBRnrc0/3RuOi4uzGRkZp/vXAMAr5BWX6U/vbNKiTQfVqn64XhndUx0bR7nOAgAAAIAz9kZymh75cItio0L05vi+atso0nWS1zPGZFpr407lumfznoCtJR2X9JAxZrUxZqkx5oJfiLrXGJPx/Ud+/mnvhgDgFbYfytWwl77Vok0HdXmXWH145zkMgAAAAABqvXEDWur5Ud11LL9EI6emaF36CddJ+IGzGQEDJcVL2mqt7S3pTknzjDENfurK1trnrLVx339EREScxU0DQO20cE2Ghr/8rdKzCvXw0E56+caeigwJdJ0FAAAAAJViWPemmjGut0rKPBo9Y4WW7DzqOgknnc0IuE/fvR/gW5Jkrd0gaa+kzpXQBQBepbisQn96Z6PuW7BBdcKC9HZSom4d2ErGGNdpAAAAAFCpzm3fULMn9FOgv5/Gv7FKH2044DoJOosR0Fp7TNJXki6RJGNMC0mtJO2onDQA8A77jhfomleSNW/Vfg1qW18f3zVQvVrUcZ0FAAAAAFWmV4s6WjApUXXDg3T3vHV6MyXNdZLPO6UTgxhjXpY0TFKspGOS8q21bYwx8ZJelVRPUoWkR621753KDXNiEAC+4PMth3Tfgg3KLynXPRe01V3nt5W/H0f/AQAAAPAN+7MKNfbVldp7rEC/vbCt7rmgLa+IqkSnc2KQ0zo7cGViBATgzcoqPPr75zs0bUmq6oYH6V/Xd9fgdj/5lqkAAAAA4NWO5Zfo5tdWanNmrsYlttAjV3aWHwdHVIrqOjswAOAnHM4t1o3Tl2vaklT1bB6jj+8ayAAIAAAAwGfVjwjW3In9lRhfT2+k7NM9b69XabnHdZbPYQQEgEqUvPuYrnhhqValndCt57TSvNsS1SQm1HUWAAAAADgVGRKo127po0s7x+qjDQc0YdZqFZaWu87yKYyAAFAJPB6rl77epTEzV6i4zKPJo3vq4Ss7KSiAh1kAAAAAkKSQQH+9PLqnRvVppiU7j2r0jBXKLix1neUz+O0UAM7SiYJS3frGKv3j3zvVrlGkPrzzHF3WpbHrLAAAAACocfz9jP52TRfdcW5rrUvP1sgpKTqYU+Q6yycwAgLAWVi/P1tDX1ym/+w4qhG94vTeHecovkGE6ywAAAAAqLGMMfrDpR300BUdtetIvkZMTlHq0XzXWV6PERAAzoC1VrNS0jRySrKO5ZfomWu76h8juyk0yN91GgAAAADUChMGxevZkd10KLdYI6akaFNGjuskr8YICACnKb+kXHfPW6+HP9iiJjGheveOAbquTzPXWQAAAABQ61zbK05Tx/RSQUm5Rk1LUfLuY66TvBYjIACchp2H8zTspWX6aMMBXdK5kT66a6A6N4l2nQUAAAAAtdaFnRrpzfH95OdndPNrq/TZ5oOuk7wSIyAAnKL312Vq2EvfKu14oR66oqOmjOmlqJBA11kAAAAAUOv1bVVXb9+WqOiwQN3x1lrNXZnuOsnrMAICwK8oLqvQg+9t0m/fXq+o0ADNu62/JgyKlzHGdRoAAAAAeI1OTaL0zqQBiqsTpgfe3aSXv9kta63rLK/BCAgAv2B/VqFGTknRWyvSdU6belp09yD1aVnXdRYAAAAAeKXm9cK08PZEdWwcpb9/vkNPLNomj4chsDIwAgLAz/hy62Fd8cJSbcrM0d3nt9GsW/upfkSw6ywAAAAA8GoNI0M077b+6tuyrmYu26v7Fm5QWYXHdVatxwgIAD9SXuHR059u14RZq+XnZ/TaLX1078Xt5e/Hy38BAAAAoDpEhwZq1vi+urBjQ727NlOT3lyjotIK11m1GiMgAPzAkdxijZ6xQlMW71G3ZjFadPcgnde+oessAAAAAPA5IYH+mjKml67tGaevth/R2FdXKKeozHVWrcUICAAnpew5rstfWKYVe7N084CWWpCUqKYxoa6zAAAAAMBnBfj76e8jumrioFZalXZC109N0ZHcYtdZtRIjIACf5/FYvfKf3Ro9Y7mKSsv10o099NerOisogIdIAAAAAHDNz8/oz5d31B8v7aDth/I0YkqK9h0vcJ1V6/AbLgCfllNYpomzVuuZz3aoTcMIfXjXQA3t2sR1FgAAAADgB4wxuv3c1vqfa7so40Shrp2coi0Hclxn1SqMgAB81saMbF3x4lJ9tf2IrunRVO//5hy1bhDhOgsAAAAA8DOu79Ncr4zupdyiMo2aulwrUo+7Tqo1GAEB+BxrrWYv36cRk1N0JLdET13dRc9e101hQQGu0wAAAAAAv+LShFi9fmsfWUljX12pL7cedp1UKzACAvAphaXl+t3b6/XQ+5vVKDpY794xQDf2ay5jjOs0AAAAAMApGtC6vubd1l8RwQFKmr1GC1bvd51U4zECAvAZu4/kadhL3+r99Qd0YcdG+vjOQUpoGu06CwAAAABwBhKaRmvBpETFRoXo/oUbNX1JquukGo0REIBP+HDDAV310rdKPVagBy7roOljeyk6LNB1FgAAAADgLMQ3iNA7tw9Qu0YRevKTbXr60+2y1rrOqpEYAQF4tZLyCj38wWbdPXedwoMDNGdCPyUNac3LfwEAAADAS8RGh2h+UqJ6No/RlMV79Kd3Nqm8wuM6q8ZhBATgtTJOFOq6KSmalbJPifH1tOjugeoXX891FgAAAACgksWEBWn2hH46t30Dvb16v34zZ62KyypcZ9UojIBVIKewTHNXpqvCw+GngCvfbD+iK15Ypg0ZOfrNea315vi+ahgZ4joLAAAAAFBFwoICNH1sbw3r3kSfbzmsW15bpbziMtdZNQYjYBWYvHiPHnh3k66ZnKzNmTmucwCfUuGx+sfnO3TL66skSa/e3Fv3X9JBAf483AEAAACAtwv099M/r+uumwe0VErqcT396XbXSTWGcfVmiXFxcTYjI8PJbVe1/JJy/euLnXotOU3WWo1NbKl7L26nqBBOQgBUpaN5Jbpn3jol7zmurnHRevnGnmpWN8x1FgAAAACgmllr9daKdF3ZtYlXnxTSGJNprY07pesyAladbQdz9eB7m7Q2PVsNIoP1l6GddGXXxpyQAKgCK/dm6c45a3Ukr0Q39W+hh4Z2VHCAv+ssAAAAAACqDCNgDeLxWC1Ys19/+3S7sgvLNLBNfT02rLPiG0S4TgO8grVW05em6n8+26HgAD/97ZouGta9qessAAAAAACqHCNgDZRVUKqnP92m+aszFOTvp0lD4nXHeW0UEsiRSsCZyikq0/0LNujfWw+rTcMITR7dU20bRbrOAgAAAACgWjAC1mCr07L00Pubtf1QnprXDdOjwzrrvPYNXWcBtc7mzBzd8dZapWcValj3Jnrq6i4KDw5wnQUAAAAAQLVhBKzhyio8ev3bNP3zy50qLK3QZQmxevjKTmocHeo6DajxrLWat2q/Hvlwi2Slv1zZSWP6Nee9NgEAAAAAPocRsJY4kF2kxz7aqs+2HFJYkL9+d2E73XxOSwX6+7lOA2qkotIKPfj+Jr27NlNNY0I1eUxPdY2LcZ0FAAAAAIATjIC1zDfbj+iRD7coPatQHWIj9cTwBPVuWdd1FlCjpB7N1+2z12rH4Tyd36Ghnruum2LCglxnAQAAAADgDCNgLVRcVqFXvtmtKYtTVVrh0fW9m+mPl3VQ3XBGDmDRxoP64zsbVVharvsuaa9Jg1vLz4+X/wIAAAAAfBsjYC2252i+Hv5gs77dfVx1wgL1p8s6aGSvZgwe8Eml5R499ck2vZ6cpvoRwXrxhh5KbF3PdRYAAAAAADUCI2AtZ63VhxsO6IlF23Q0r0S9WtTRE8MT1LFxlOs0oNpkZhfpzjlrtS49W31b1dVLN/RQw6gQ11kAAAAAANQYjIBeIre4TM/9e6dmpaTJGKNbBrTUby9qp4jgANdpQJVavPOofjtvnU4UlmnSkNa67+J2CuCEOQAAAAAA/BdGQC+zKSNHD72/SRsychQbFaJHruykSxNiZQwvEYZ3qfBYPf/VLr349S5FBAfoueu666JOjVxnAQAAAABQIzECeqEKj9Wclel65rPtyisu17ntG+ixqxLUvF6Y6zSgUhzPL9E989Zr2e5jSmgapVdu7MX/3wAAAAAA/AJGQC92NK9Ef/tkm95dl6ngAD/95rw2ShoSr+AAf9dpwBkpr/Dosy2H9MTH23Qot1g39muuh4d2Ukgg/08DAAAAAPBLGAF9QMqe4/rLB5u1+0i+4uuH6/HhCTqnTX3XWcApKyqt0II1+zVj6V6lZxUqLMhfTwxP0DU9T+mxCwAAAAAAn8cI6CNKyz2avjRVL369S8VlHl3VrYkeuqIjZ1BFjZZVUKo3ktM0KyVNJwrLVCcsUOMGtNTYxJaqGx7kOg8AAAAAgFqDEdDH7M8q1KMfbdGX244oMjhAv7+4nW5KbCl/P04cgppj3/ECzVi6VwvW7FdxmUfN64ZpwqBWGtmrmUKDeOkvAAAAAACnixHQR/17yyE9+tFWZWYXKaFplJ4c3kXdmsW4zoKP25iRralLUvXppoPyWKlL02glDYnXpZ1jFeDv5zoPAAAAAIBaixHQhxWWluuFr3ZrxtJUVVir0f2a6/6LOyg6LNB1GnyItVaLdx7V1MWpSkk9Lkka0q6BkobEKzG+nozhKFUAAAAAAM4WIyC083CeHnp/s1buzVL9iCD9+fKOurpHU8YXVKmyCo8+2nBA05akavuhPAX4GV3VrYkmDo5Xx8ZRrvMAAAAAAPAqjICQ9N3RWO+uzdRTn2zT8YJS9Y+vqyeGJ6hNw0jXafAy+SXlmrcyXTOX7dXBnGKFB/nrhr7NdevAVmoSE+o6DwAAAAAAr8QIiP+SXViqZz7fobkr0xXgZzRxULzuOr8tJ2PAWTuSW6zXktM0e/k+5RWXq0FksG45p6VG92uh6FBegg4AAAAAQFViBMRPWpd+Qg++t1lbD+aqaUyoHr2qsy7s1Mh1Fmqh3UfyNX1Jqt5bl6nSCo/iG4QraXC8hvdoquAAxmUAAAAAAKoDIyB+VnmFR28u36dn/71T+SXluqhTIz1yhh//kQAAD8RJREFUZSfF1QlznYZaYHValqYsTtWX2w5Lknq3qKOkIa11QYeG8vPj/SYBAAAAAKhOjID4VYdzi/X4x1v18caDCg30190XtNX4ga0UFODnOg01jMdj9cW2w5q6eI/WpmfLGOmijo2UNCRevVrUdZ0HAAAAAIDPYgTEKVu666ge/mCL9h4rUNuGEXp8eIL6x9dznYUaoLisQu+ty9T0JalKPVagIH8/XdurqSYMilfrBhGu8wAAAAAA8HmVPgIaY16QdJWkFpK6WGs3/+jrj0j660997ecwAtYcxWUVmro4VS//Z7dKyz26pmdT/fnyjqofEew6DQ7kFJZp9op9eu3bNB3LL1FUSIBuSmyhcQNaqmFkiOs8AAAAAABwUlWMgIMlpUpaJmnoD4c+Y0xPSU9K6iTpCkbA2ivtWIEe/nCLluw8qujQQP3h0va6oU9z3uvNR2RmF2nm0r2atypdhaUVahIdovGD4nV9n2aKCA5wnQcAAAAAAH6kyl4ObIxJ0w9GQGNMsKT/SLpR0jf60UD4SxgBayZrrT7dfEiPfrRFh3NL1K1ZjJ4cnqCEptGu01BFth7I1bQle/TRxoOq8Fh1iI1U0pB4De3aRIH+vEckAAAAAAA11emMgGd7eM9jkmZba/caw9Fi3sAYo8u7NNbgdg30zy926vXkNF310jKNTWyp31/cTpEhga4TUQmstUrec1xTFu/R0l3HJEnntKmn2wa31uC29cX9GQAAAAAA73LGRwIaYxL13cuAL7DW2h8fJfgTf/deSfd+/3l0dHTT7Ozss2lHNdh6IFcPvb9Ja9Oz1TAyWH8Z2klDuzZmJKqlyis8+mTzIU1bskebM3PlZ6QrujZR0uB4jvYEAAAAAKCWqZaXAxtj/iTpbkmlJ78cJ+mwpAnW2k9/7XvxcuDaw+Oxmr96v57+bLuyC8s0qG19PTYsQa3qh7tOwykqLC3X/FX7NWPZXmWcKFJIoJ+u791MEwbFq1ndMNd5AAAAAADgDFTbewKe6td+CiNg7XM8v0RPf7pdC9ZkKMjfT5POba07zm2tkEB/12n4GcfzS/RGyj7NSklTdmGZ6oYHaVxiS92U2EJ1w4Nc5wEAAAAAgLNQFWcHflnSMEmxko5JyrfWtvnRddLECOgTVqVl6aH3NmvH4Ty1qBemx4YlaEi7Bq6z8ANpxwo0Y1mqFqzOUEm5R83rhmni4HiN6Bmn0CBGWwAAAAAAvEGVHQlYmRgBa7eyCo9e+3av/vXlLhWWVujyLrF6eGhnxUaHuE7zaev3Z2vakj36dPMhWSt1i4tW0pDWuqRzrPz9eB9HAAAAAAC8CSMgqs2B7CI99tFWfbblkMKD/PW7i9rp5gEtFeDv5zrNZ3g8Vv/ZeURTF6dqxd4sSdJ57RsoaUhr9WtVl5O4AAAAAADgpRgBUe2+2X5ED3+4WfuzitSxcZSeGJ6gXi3quM7yaqXlHn244YCmLdmjnYfzFehvdFW3prptcLzax0a6zgMAAAAAAFWMERBOFJVW6OVvdmvqkj0qq7Aa1aeZ/nhpB9XhBBSVKq+4THNXpuvVZWk6lFusiOAA3divuW45p6UaR4e6zgMAAAAAANWEERBO7Tmar7+8v1nJe46rbniQ/nRZB43oGSc/3pPurBzOLdar3+7VnOXpyispV8PIYN06sJVu7NdcUSGBrvMAAAAAAEA1YwSEc9ZafbjhgB7/eJuO5ZeoT8s6emJ4F16megZ2Hc7TtCWpen99psoqrNo0jNBtg+M1rHsTBQdwpl8AAAAAAHwVIyBqjJyiMj337x2atXyf/IzR+IGtdM8FbRUeHOA6rUaz1mpV2glNXbxHX20/Iknq27KukobE67z2DTmqEgAAAAAAMAKi5tmUkaMH39+kjRk5ahIdooev7KxLOjfizLU/UuGx+mLrIU1ZnKr1+7NljHRJp1jdNiRePZtzohUAAAAAAPB/GAFRI1V4rOas2KdnPt+hvOJynd+hoR69qrO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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1eed9815668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 8), dpi=80) \n",
    "                                          \n",
    "\n",
    "x = range(2, 26, 2)  \n",
    "\n",
    "y = [15, 13, 14.5, 17, 20, 25, 26, 26, 27, 22, 18, 15]  \n",
    "\n",
    "plt.plot(x, y)    \n",
    "\n",
    "plt.savefig(\"D:/plt_picture/plt_2.svg\")  # 以svg的格式进行保存，放大不会有锯齿 （有点问题）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x23c65404518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 8), dpi=80) \n",
    "                                          \n",
    "\n",
    "x = range(2, 26, 2)  \n",
    "\n",
    "y = [15, 13, 14.5, 17, 20, 25, 26, 26, 27, 22, 18, 15]  \n",
    "\n",
    "plt.plot(x, y)    \n",
    "\n",
    "#plt.xticks(x) # 设置X轴的刻度\n",
    "#plt.xticks(range(2, 25))\n",
    "k = [i/2 for i in range(4, 49)]\n",
    "\n",
    "plt.yticks(range(min(y), max(y)+1))    # 设置Y轴的刻度\n",
    "\n",
    "plt.xticks(k[::3])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1eeda2ecd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [random.randint(20, 35) for i in range(120)]\n",
    "x = range(0, 120)\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 改变默认的字体\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi = 80)\n",
    "\n",
    "_x = list(x)\n",
    "_xtick_ = [f\"10点{i}分\" for i in range(60)]\n",
    "_xtick_ += [f\"11点{i}分\" for i in range(60)]\n",
    "\n",
    "plt.xticks(_x[::5], _xtick_[::5], rotation=45)   # 在X轴上绘制字符串，第一个参数指定数字，第二个参数指定与数字个数相同的字符串(位置一一对应)\n",
    "                                                 # 第三个参数指定对字符的旋转度数\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23c65446358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3.描述信息（X轴,Y轴...的信息）\n",
    "y = [random.randint(20, 35) for i in range(120)]\n",
    "x = range(0, 120)\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  \n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi = 80)\n",
    "\n",
    "_x = list(x)\n",
    "_xtick_ = [f\"10点{i}分\" for i in range(60)]\n",
    "_xtick_ += [f\"11点{i}分\" for i in range(60)]\n",
    "\n",
    "plt.xticks(_x[::5], _xtick_[::5], rotation=45)   \n",
    "\n",
    "plt.xlabel(\"时间\")    # x轴信息\n",
    "\n",
    "plt.ylabel(\"温度，单位℃\") #y轴信息\n",
    "\n",
    "plt.title(\"10点到12点每分钟的温度变化情况\") #标题信息\n",
    "                                                 \n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23c66807a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [1, 0, 1, 1, 2, 4, 3, 2, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1]\n",
    "b = range(11, 31)\n",
    "\n",
    "# 改成中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 设置图片大小\n",
    "plt.figure(figsize=(20, 10), dpi = 80)\n",
    "\n",
    "\n",
    "# 设置对应的信息\n",
    "plt.xlabel(\"年龄\")\n",
    "plt.ylabel(\"交的女朋友的个数\")\n",
    "plt.title(\"你在对应年龄交到的女朋友的数量\")\n",
    "\n",
    "# 绘制网格\n",
    "plt.grid(alpha=0.4)  # 会根据X,Y的坐标信息进行绘制  alpha:设置网格的透明度\n",
    "\n",
    "plt.plot(b, a)\n",
    "\n",
    "# 更改X, Y轴的坐标      注：要在plot后进行设置\n",
    "x_ = [f\"{i}岁\" for i in b]\n",
    "plt.xticks(b, x_)\n",
    "plt.yticks(range(0, 10))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7660daf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1, 2, 3, 4, 5]\n",
    "y = [3, 5, 2, 8, 1]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 找出最高点与最低点的索引\n",
    "max_index = y.index(max(y))     # index用于返回指定元素在列表中第一次出现的索引位置（下标）\n",
    "min_index = y.index(min(y))\n",
    "\n",
    "plt.plot(x, y)\n",
    "plt.plot(x[max_index], y[max_index], 'or', label=\"最高点\")\n",
    "plt.plot(x[min_index], y[min_index], 'ob', label=\"最低点\")\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c766adbac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 获取信息\n",
    "a = [1, 0, 1, 1, 2, 4, 3, 2, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1]\n",
    "b = [1, 0, 3, 1, 2, 2, 3, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range(11, 31)\n",
    "\n",
    "# 设置图片大小和改成中文\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "# 设置坐标轴信息\n",
    "plt.xlabel(\"岁数\")\n",
    "plt.ylabel(\"女朋友的数量\")\n",
    "plt.title(\"你和你的同桌的对比\")\n",
    "\n",
    "plt.plot(x, a, label=\"自己\", color=\"orange\", linestyle=\":\", linewidth=3)   #label设置图例   color设置线条颜色  linestyle设置线条样式\n",
    "plt.plot(x, b, label=\"同桌\", color=\"cyan\", linestyle=\"--\")                #linewidth设置线条的粗细\n",
    "\n",
    "plt.legend(loc=\"upper left\")   # 添加图例   loc参数可以改变图例在图中的位置(不传入的话就会自动找到一个合适的位置)\n",
    "\n",
    "plt.grid(linestyle=\"--\", linewidth=1, color=\"red\")  # linestyle设置网格样式  linewidth设置网格线条的粗细  color设置网格颜色\n",
    "\n",
    "# 更改X, Y轴的坐标\n",
    "x_ = [f\"{i}岁\" for i in x]\n",
    "plt.xticks(x, x_)\n",
    "plt.yticks(range(-1, 10))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8Z4xx5Yhl9hludlysscfwImOM9yf55iQ/csQSeww3myXWvLDP7PmDJC4HcA5V1QNJnhljfPyYpVeT/JckGWP81yR/sqq+fNHzsZRmfVPp3O8zAt9L93/y4hfCX3FWg9DG41V1ee/vb8vxnxLlNjZjrLHPkCTZexfyiSQ/N8b48C2W2md4wQyxxh5DkqSqHqyq9+79+Iokv3fEUnsMSeaKNQf3mZcnqYUNxjJ7a5LXVdVTSe5P8o6qeush696b6Rt1qao3JvnMGOP/ntaQLJVZ31Q69/uMwPfS/adMHwXN3ldgPnu247BMquodVXXfgaffk+SRqvrNTP+De/vpT8YymCPW2GfY90CSNyd5y95Fhj9sn+Eoc8Qaewz7PpDkq6pqK8kjSR60x3CMWWPNzfvMV2S6NIm95hwaY3zjGOOvjTHekOTxJD+c5I8dcoOW9yX51qr6rSTvTvK3T3NOlsqsbyqd+32mpm9icJSqejzJ42OMp6rqHZku7vjvbjr+ZUk+nuSXk7wuyb8YY/yrMxkWaKWq/m6mi7/+8t5Tn03yG7HPACdg76tMH0zylUn+KMn3ZLrRhj0GOHFV9XCSa/s/jzEeP3D85zNdKuCeJB8bY7zzFMcDmtq7G+4TSVYzXZvx7yf5G4l95iCB7wTsvTB+U5Lnxxi/etbzALcf+wywSPYYYNH2vrlwX5I/HGN89KznAW4/532fEfgAAAAAoDHX4AMAAACAxgQ+AAAAAGhM4AMAAACAxgQ+AAAAAGhM4AMAAACAxgQ+AAAAAGjs/wNnXCmVsEXAwQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c766af56a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制点plot方法和scatter方法都可以，scatter更适合绘制比较复杂的散点图  坐标要一一对应（数量要相同）\n",
    "\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [3, 5, 2, 8, 2] #(1, 3),(2, 5),(3, 2)......\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "plt.plot(x, y, 'ob')   # 'o'是设置绘制点的样式,不指定的话就会绘制折线图 后面的字母可以指定点的颜色\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2c7660bef28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1, 2, 3, 4, 5]\n",
    "y = [3, 5, 2, 8, 1]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "plt.scatter(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27eec3d2f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17]\n",
    "b = [-11, 13, 17, 20, 13, 11, 1, 15, 24, 25, 24, 11, 10, 13, 11]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "plt.scatter(range(1, 17), a, label=\"北京\")\n",
    "plt.scatter(range(22, 37), b, label=\"广东\")\n",
    "\n",
    "x = list(range(1, 17))\n",
    "x1 = list(range(22, 38))\n",
    "x_laber = [f\"3月{i}日\" for i in x]\n",
    "x_laber += [f\"10月{i}日\" for i in x1]\n",
    "\n",
    "plt.xlabel(\"日期\")\n",
    "plt.ylabel(\"温度\")\n",
    "\n",
    "plt.xticks(x+x1, x_laber, rotation=45)\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x189c720d0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制条形图(竖)\n",
    "# 1.获取数据\n",
    "a = [\"战狼2\",\"速度与激情8\",\"功夫瑜伽\",\"西游伏妖篇\",\"变形金刚5：最后的骑士\",\"摔跤吧！爸爸\",\n",
    "\"加勒比海盗5：死无对证\",\"金刚：骷髅岛\",\"极限特工：终极回归\",\"生化危机6:终章\",\n",
    "\"乘风破浪\",\"神偷奶爸3\",\"智取威虎山\",\"大闹天竺\",\"金刚狼3：殊死一战\",\"蜘蛛侠:英雄归来\",\n",
    "\"悟空传\",\"银河护卫队2\",\"情圣\",\"新木乃伊\"]\n",
    "\n",
    "b=[56.01,26.94,17.53,16.49,15.45,12.96,11.8,11.61,11.28,11.12,10.49,10.3,8.75,7.55,7.32,6.99,6.88,6.86,6.58,6.23]\n",
    "\n",
    "# 2.设置图像格式与字体\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "# 3.加入坐标轴信息\n",
    "plt.xlabel(\"电影名称\")\n",
    "plt.ylabel(\"票房\")\n",
    "plt.title(\"四月份电影票房数据信息\")\n",
    "\n",
    "# 4.绘制图像\n",
    "plt.bar(range(len(a)), b, width=0.5)\n",
    "\n",
    "# 更改X,Y轴刻度信息\n",
    "_x = [f\"{i}\" for i in a]\n",
    "plt.xticks(range(len(a)), _x, rotation=45)\n",
    "plt.yticks(range(int(min(b)), int(max(b))))\n",
    "\n",
    "# 添加细节\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nSb4NLAE+AqxTVQ+oquNHuXwRTQF8D1V1c1U9FHgM8Keq2rGqdgSOBq4aZR6bAwcCGwPfS/LnJJcnuSjJX5NsMwGPK0mSJEmSJGmCWO6uZlV1PXAw8GngAcA1NKt0lwJ/qao7AZJsnOSXbdl6XpILgd2A09vjH7Rl7JN6bnEf7l4APxD4wyhTeSdwYlVdUlWPBr4JvLaqdgd+QFMkS5IkSZIkSeoT01f3BKa6JI8GngTsQlO8bk6zPcPvgJcl2bcd+n/Aw6tqaXvdOcACYANg16pamiRAem6xBfDHruOHAKf1zOFxwEuAVyU5AxgGHgQ8Ksnf2mu+nuTxVTW/59rDgcM7x3NmT2dkaO69+i3GMn9oqwnNM3MVZY6MrFzm/PnLHtQnuWaaaWb/5pppppn9mTlZuWaaaWZ/Zk5WrplmmtmfmZOVO5Uzx2O5u/rdCPwYuBj4JHAoMA1YH/gocALwJeBlXcXuI4D1gHnAYuC5wGlVVUD15D8MuLLreAnwtiQfA94GnAIc394b4IB2zOeBD1bVJUn+l2YV7z3+7ayq44DjOsebbTSzhpdedu9+iXGYOYCZw8MrnzkBGasq10wzzezfXDPNNLM/Mycr10wzzezPzMnKNdNMM/szc7Jyp3LmWCx3V7/1gP8CFgKbAscAdwAnAbd3BlXVEoAkQ8CHgaOAVwIfBD6T5Nyq+sso+XsD53XlHNjmfA74fVXdmeQJNKUywPOBVwEPBrZP8nealbtLJuh5JUmSJEmSJE0A99xdzarqUuDVwFtptmJ4H7AXzRYN145yyXuAq6vqzPb4KpqVt2cn2aB7YJJhYF/g66PkPAT4fTuHW7vOnwbsAVxXVXOralfgu8DMe/N8kiRJkiRJkiaH5e5qlmQdmtW3N7endgCOAB4L/KRr3FCSo2n25315d0ZVfRg4C/hZkv27vvoA8OHRtlMAtqJ5edvdVNUimnL5nK5zT6+qK1b86SRJkiRJkiRNFrdlWP2eAnwOuAFYCryXpth9flVdk2STdtwwcH/gSVV1R29IVb0jyZW0WzkkeTnwCLqK4CTTaFbgPhL4S1Ut7opIMyTTaFYRH4okSZIkSZKkvmW5u5pV1ekASc4CTq2q25I8nOZlagCzgBlV9SfgBT2Xz6Trn2FVfa7NWg84BHhKVd3ZNX4zmq0YrgHe2ZM1o73XG4HvVdXlK/90kiRJkiRJkiaL5W6fqKr9uj5/oOvzdcBuY1yzzxjn/zbaNVV1bZJZVbV0lO+OhmbpLk3RK0mSJEmSJKmPWe5OMaMVuz3fF7BwFU1HkiRJkiRJ0r1kuauJNWtjOOiGic0cGYHhYTOnWqYkSZIkSZLGNbS6JyBJkiRJkiRJWnGWu5IkSZIkSZI0gCx3JUmSJEmSJGkAWe5KkiRJkiRJ0gCy3JUkSZIkSZKkAWS5K0mSJEmSJEkDyHJXkiRJkiRJkgaQ5a4kSZIkSZIkDSDLXUmSJEmSJEkaQJa7kiRJkiRJkjSApq/uCWgNs+AmODUTmzk0F5ZeZuaalnlQTewcJEmSJEmSphhX7kqSJEmSJEnSALLclSRJkiRJkqQBZLkrSZIkSZIkSQPIclek4f7LkiRJkiRJ0gCx3F3DJflD+/fWSXZI8oQkP0uyfZIdk2wAbAXMS7IoySVJLmr/XJ/klNX7BJIkSZIkSZJG42rNNd9NSWYBjwC2BNYC5gD/3H7+SlVdAeyY5Bjgzqo6Msl9gHnA21fTvCVJkiRJkiSNw3J3DZVkPeDjwBLgbOBk4Knt8YbAk4F1quqYrsuOBM5Pcj3wfODtVXX1qpy3JEmSJEmSpOVjubvmmgtcDzwI+A/gWcD32+8WAz8EpiV5WVWdCFBVdyY5GfgUcA3wtyTrVdXfxrpJksOBwzvHc2ZPZ2Ro7oQ+yPyhrSY0z8w+yRwZGT9z/vx7OZvxTUaumWaa2b+5ZpppZn9mTlaumWaa2Z+Zk5Vrpplm9mfmZOVO5czxWO6uudYFzgIeX1U/SHIjcELX93sCvwDek+SJwB7AE4GfATvQ7MP7POCDSTYBXl1Vn++9SVUdBxzXOd5so5k1vPSyCX8YM9fAzOHh5Riy7DH3xmTkmmmmmf2ba6aZZvZn5mTlmmmmmf2ZOVm5ZpppZn9mTlbuVM4ci+XuGqqqvgmQpHNqLeB24Kj2eG3gbcAimlW+PwSOrqo7klwJ7FxVX28zAgRJkiRJkiRJfcNyd+pYBGwC7NoezwSqqpYC/5XkTODtbRl8P+DcJAXMAPauqlW7plySJEmSJEnSuCx3p5bNgf3bz9NoXq4GQFU9pfM5yeXAHlV156qdniRJkiRJkqTlZbm75pvZ/j0EnFNVhwAkmUmzJy9JZgCLq6pGC0gyjbtW+UqSJEmSJEnqA5a7a751279n9Zx/H/CjJJsB/wssTtIpb28DLujar3c6cCzwxUmeqyRJkiRJkqTlZLm7hquqbdq/fwYc0nX+9V3DdlrF05IkSZIkSZK0koZW9wQkSZIkSZIkSSvOlbuaWLM2hoNumNjMkREYHjZzqmVKkiRJkiRpXK7clSRJkiRJkqQBZLkrSZIkSZIkSQPIcleSJEmSJEmSBpDlriRJkiRJkiQNIMtdSZIkSZIkSRpAlruSJEmSJEmSNIAsdyVJkiRJkiRpAFnuSpIkSZIkSdIAstyVJEmSJEmSpAFkuStJkiRJkiRJA2j66p6A1jALboJTM7GZQ3Nh6WVmTpXMg2piciRJkiRJktZwrtyVJEmSJEmSpAFkuStJkiRJkiRJA8hyV5IkSZIkSZIGkOXuBEjyqiT3XwX3ue8kZK6V5JUTnStJkiRJkiRpclnurqQkWwJvBG5qj49O8qskF7d/rmnPH5pk/SRDSWaOkTWz6/N/JHlFz5APJnluzzVDSZbrxXhJ3p7kd+28/p7koTT/Dhy13A8sSZIkSZIkqS8sVymocb0BKOD0JPOAhcC/VtUFAEl+3I6bAfwQOAz4f0kWdWXMAe4DXAQ8uz23qP1DkgcBjwMuA7ZPMhv4WVVdBuwGfCrJEmDdNuf6NmMm8PeqmtseL6Apck8H5lXVr5JMa89LkiRJkiRJGiCWuyshya7A04B/pSl4/wo8EfhwklvaYeu3f38UuKiqLgXm9uTsCexbVW9OshFwJrAJsDjJwcAngb2AU9pL9gE2By6rqu8B27U5+wLPq6pD2uOHASd13Wpp1/Vntp9n05TLvc+2B/A+4HbgZuCFVXXncv40kiRJkiRJkiaZ5e7KmQ38P2A/mnL31Pb8q7tX7rYl8IeAQ9tz5wKb0qyy/STw/U5gVf0F2DXJEcBNVXVSkucAv6+q89rrN2+vX5ZpwGiF7H7AGe3nDYE5SYaraqRrzGuBp1TVX5J8AXgm8N+9QUkOBw7vHM+ZPZ2Robm9w1bK/KGtJjTPzD7PHGn+NZw/f/7EZXaZjFwzzTSzf3PNNNPM/sycrFwzzTSzPzMnK9dMM83sz8zJyp3KmeOx3F0JVfXtJN8F3gucC8wD9gbelWQbmtL2iqq6OMnxwFuAA2m2bngCsD8wPN49kgwDGeWrxcsxxemMXu6eArwL+F9ge5r9gvemq7ytqgO6xm8K3DDaDarqOOC4zvFmG82s4aWXLcfUVoyZUyhzeLjr47j/47ESt5j4XDPNNLN/c80008z+zJysXDPNNLM/Mycr10wzzezPzMnKncqZY7HcXXkXAA+i2Z7hEuDXwDuBI4F30OyHu0VVnZbkZ+3Lz6rr+qXdYUnuQ7Oydh/gwcBTabZQeHGSf26H3Rf41HiTSjILuD9wa+93VXVRktlJHgDs3M71IEZfmft8YGFVXTje/SRJkiRJkiStWkOrewKDrqp2B04GDq2qF3Z99UWaUvYNVXVte+7LwO40v/t3gHdzz1W5M4GtgKuAd1XVs4DNgCOravf2fs8Azl/G1L4KHMNd+/R2JMnGNC94Wwd4OvB5YEmSnXoG7gT8B/DiZdxLkiRJkiRJ0ipmuTtxHty+/Kzjy8B8YAFAkicC89u9eGfSbMvwUuDa7pCqurGq/hO4ouv0zjQrgjtjflFV88abTFXtV1UPqaqv9Xy1LnAp8G3gUcC5VXUL8B7gI+3KYpJsR1MMP7uqblyO55ckSZIkSZK0ClnuTowdgDfQ7Ll7X+D9wPOBfwG+meSlNOXpB9rxbwNuqapzq+o0xvnnkGQD4JHAT0f5Lp0ydjxdY4aAW6tqc5pVxa8HjgZoy+J5wAlJpgGfpimCP5nkgvYZJEmSJEmSJPUJ99ydGF8BzqyqPya5DvhKVZ0PkOTJNCXpjcDXAarq4s6FSV5CszfvW7vOPRd4JXAY8D7ghKoa7QVqDwZ+kOR2uvbxTXJV15jOtg/3B2a13w8BbwKeVVV/6xp7BHA8sG5VPXYFfwNJkiRJkiRJq5Dl7gSoqhO7Pr+357tL24/7j3H56cCXe0rWi4A9q+radhXtd8a47xXAxiswz6O6Dp8yyvcLgX9b3jxJkiRJkiRJq4/l7mpWVbePcu6Grs/fWrUzkiRJkiRJkjQILHc1sWZtDAfdsOxxK2JkBIaHzZxqmZIkSZIkSRqXL1STJEmSJEmSpAFkuStJkiRJkiRJA8hyV5IkSZIkSZIGkOWuJEmSJEmSJA0gy11JkiRJkiRJGkCWu5IkSZIkSZI0gCx3JUmSJEmSJGkAWe5KkiRJkiRJ0gCy3JUkSZIkSZKkAWS5K0mSJEmSJEkDaPrqnoDWMAtuglMzsZlDc2HpZWZOlcyDamJyJEmSJEmS1nCu3JUkSZIkSZKkAWS5K0mSJEmSJEkDyHJXkiRJkiRJkgaQ5e4ASzIjyTL/Gaaxx6qYkyRJkiRJkqRVw3J3wCRZP8kP28PXAWcnuT7JJUnOTnJBkk17LhsCTkiy2zi5s5O8Psn09vhVSeZOzlNIkiRJkiRJWlnTV/cEtMLuBBYkuW9VHQscm+Rs4E1VdVlnUJIvAg/pum4d4GNJquvci6vq5+3n5wNPAz7aHj8Z+HqbNQNYUlVLJ+WJJEmSJEmSJK0wy90BkmQnYPv28BtJng6cDuwAfDzJQuATVXUasBXwDGAj4Iaq+mOStYAN2s8XALPa3FnA24BXAicm2Qp4BPDfSaD59+TFwBWr5kklSZIkSZIkLYvl7mB5OPCg9vP3aMrZ5wBnVdVjkxwPdFbmvoGm4P0izfYNXwB2Ab6c5LPAa4Er27FHAVsCfwE+TLPK9/j2uo5R/11JcjhweOd4zuzpjAxN7G4O84e2mtA8M/s8c2SkyZw/f+Iyu0xGrplmmtm/uWaaaWZ/Zk5WrplmmtmfmZOVa6aZZvZn5mTlTuXM8VjuDpYHAn8CqKrXJ3kvsBlAkiOBfYAN2pW42wAvA55bVd9pr7koyS7ACcCLgCcmWUSzSvc8YA6wMbA3MA94QNe9/wr8qndCVXUccFzneLONZtbw0st6h600M6dQ5vBw18fhcQauzC0mPtdMM83s31wzzTSzPzMnK9dMM83sz8zJyjXTTDP7M3Oycqdy5lgsdwfLR2hejvbc9vgcYAHQ2Qv3W8AMYD6wHfAUoLdxu769/kXAb6tqYZJ9afbX/X1VfTvJ89rrH95ec35VvXVyHkmSJEmSJEnSvWG5O0Cq6qZ239yO3wGf6Rn2vap6F/CWJBcBs5IsodmX9zfAQmAt4AVVtbDNXdLurdu5zwGdz0m+BPxwMp5HkiRJkiRJ0r1nuTvYZgI3VdXzAJJsTbN/LgBVtXvnc5LLgWdW1VXLCm1f3PYi4ETgYcBZEzttSZIkSZIkSSvLcnfwTKfZmgGa7Rj2THJee7w2cPW9zB0COst3/w+4GfgxTbGbsS6SJEmSJEmStHpY7g6eGTQrdgFmARf0rNw9JsljgE9w9/14twK+mmRBezxEs+p3v/Z47TaPqvo78O4kp9Fs+/BuwD13JUmSJEmSpD5iuTtgqurmJE9oD68EDu367rfAs5PMAB4DLKiqJaPlJJlGU+h2rn1C75iquiLJHsC6E/gIkiRJkiRJkiaA5e4AalfWUlWLgVtG+X4RsGgZGUuA25bjXktGu4ckSZIkSZKk1ctyVxNr1sZw0A0TmzkyAsPDZk61TEmSJEmSJI1raNlDJEmSJEmSJEn9xnJXkiRJkiRJkgaQ5a4kSZJTmtIMAAAgAElEQVQkSZIkDSDLXUmSJEmSJEkaQJa7kiRJkiRJkjSALHclSZIkSZIkaQBZ7kqSJEmSJEnSALLclSRJkiRJkqQBZLkrSZIkSZIkSQPIcleSJEmSJEmSBtD01T0BrWEW3ASnZmIzh+bC0svMnGqZ//znic2TJEmSJElaw7hyV5IkSZIkSZIGkOWuJEmSJEmSJA0gy11JkiRJkiRJGkBTttxNMm0ycpKslWTSftckE7yhrSRJkiRJkqRBNKXK3STndx1ekGT9Mcb9NMmM9vMWSdZN8psks0YZfkSSN3cdvxZ4xb2Y2+eTbNJ+fmySd4wx9Iwkj2zHrZPkF0m2THLyGLnHJHnZCs7lv5PstUIPIEmSJEmSJGmVmr66J7CK3Q6QZDoQYHaSLYC92++/A2wArA3sluQK4O3AV4BFVbWgsyq3qpa21zwTeF6SrwJbAP8ELO4UqlW1y1iTSbIl8FVgEfBQYNski4H1gA2T7AfMAl5YVb9sL9sM+En7+TnAt6rqmiSXJLkPcHtVLU7yyao6FLgTqCS/Bv4GdOa9CfDSqrogyVOAo7q+ewCwU5JbO1Otqp2X/fNKkiRJkiRJWlWmRLmbZG/gBGDdJL8FzqYpMC8GLmqH/QF4BvBSYC3gPcDngN2AnYAHJZlHs9r5zcA5SR4LbFpVVyV5DU15+nLgJuDbbc6YquoaYOd2jl8HDgEOBn4KPLmq3tL1DK8G/gXYHPh2kh8BzwIWJHkMsHV7/DHgf4D9OrcB7qyqbXt+k9O6Ds8HfgzsVFVnJzkJOKn9fQ4GusdKkiRJkiRJ6gNTotylWRl7CrAjMA/YBnhL+/cZNKXo/wGbAj8HNgY+T1O8fruqXp3k8lFW4R4FLGg/vwr4ddd3LwPmA8ctzwSr6ukASd5WVRsD3+35/sNJ5gNbVNXRSd7XPtexwAXAMVX1vK5LlrR/zwb+vox739luQ3F8kt16nmGzqrplrGuTHA4c3jmeM3s6I0Nzx3/YFTR/aKsJzTNzQDLnz5/wzMnKNdNMM/s310wzzezPzMnKNdNMM/szc7JyzTTTzP7MnKzcqZw5nqlS7vb6X2AOzfYH9x9n3C+BnyTZBVir/RvgVmAa8CtgnfbcV4HuVnNGe59/SHIgsGFVfbzn/OXAbe3h2kkuptmO4YqqOrBr6EHAN9tC9SM0K4TfSFPCbp3ku8A7quqCrmvWAe5Isj+wD3dtvfCIrvvPrKpbkxxNs6K5Y0vgmHYriulVtbD3B6qq4+gqsDfbaGYNL72sd9hKM3MKZq6/PsPDwxOb2ZqMXDPNNLN/c80008z+zJysXDPNNLM/Mycr10wzzezPzMnKncqZY5kq5e5Mmi0P1gUeSbPNwONoCtgNgBu6xj2e5nd5HfDfwPNotmXYCjieZr/bX1bVCe1WDD9M8gTg/TSrZe8LLAZuBPZKckZV/SdAVX1xjPndVlW7AiS5pKp2TbI1cGRnQLsFxHTg4cBXq+raJMXYK3fT/v0gmi0nbgWu5a4VvQ/pGvv9JJ0VyFvRrGA+mGarhsfSbEVxEfCmMeYvSZIkSZIkaRWbKuXuz4F9gWPaP9cCtwDXA5cBz27H3VBV67UrZ18GPAx4N/BF4Dc0e+Ee3nmZWlVVEmi2UNi1qpYk+SHNVgj7A39hnN84yQuA1zcfcxHNauLt2xe53QjMTPJj4ECalbzHA+8EPtvuIwzwBuAlwDbtyt33VNU5NPsLz6ZZfXtlO+cbuu79j60WquqR7bntgM8CPwDuoFmdfEhVLVquX1mSJEmSJEnSKjO0uiewKlTVSFX9muZ5DwD2BJ5K84KydbuGbphkX5o9d48AXgQcCpxFs+L1TJp9ae/2u1XVkrbYfTZwM83+u58GMl4xWlVfqKpdqmrndk5XA6+l2aLh4Kp6ZFU9qqr+UFXfAR5FU74uAd7RxnyAZpXthVX1+LbYpao2Av6NZvVx2j11x5TkccCXaErt24DPAFcB3+vajkKSJEmSJElSn5gS5W6SfZKcRLNdwjo0xeglwEeBp9HsZftWmlW2ewGH0RS03weeApwM0Banf6XZgqFjrfYeB7fnD6uq79Gs9P1aki275nFgklf2zC1J9gB+RPPyto/QlM5fS/KaJOu249YF/p2mnH4ecB9gM5o9dz8H7JbkwiQfbcfv2447FtiPZuuFizp/gL2BGUmmJTmBpow+sKoup/33oqreCnwMODvJsSv+y0uSJEmSJEmaLFNlW4aLgPOqammSnWn23T2iqu5Ici5wEjBC89Kw6zoXJfkd8PF2+4W1kkyrqnclmdOVPTvJTjR79D6pqq4BqKo3JXkzzfYMH2vP3W3P3baw/R7we+ClVXVpO+7SJLsD/wGcm+QJVXVbkvtX1Uh77UyaYvfYqjqpJ3e9dj5PraoFwDfaP91jngtc3a44Pplmu4lb26/XpdmPmKo6JclXO8eSJEmSJEmS+sOUKHer6o6uzz9J8ri29KSqbqTZ33a0607v+rx11+dbuz5vA5Bk585evF3fHbOMed022nXtd/PpeYFZp9htPy8E/nOM3L/R7DE83r27n+2inu8O6Dm+FUmSJEmSJEl9ZUpsy9CrU+xOcOY9CtrJvE6SJEmSJEnS1DYlVu5qFZq1MRx0w8RmjozA8LCZUzFTkiRJkiRJY5qSK3clSZIkSZIkadBZ7kqSJEmSJEnSALLclSRJkiRJkqQBZLkrSZIkSZIkSQPIcleSJEmSJEmSBpDlriRJkiRJkiQNIMtdSZIkSZIkSRpAlruSJEmSJEmSNIAsdyVJkiRJkiRpAFnuSpIkSZIkSdIAmr66J6A1zIKb4NRMbObQXFh6mZlm3uWgmth7SZIkSZIkDSBX7kqSJEmSJEnSALLclSRJkiRJkqQBZLkrSZIkSZIkSQPIcnc5Jdlwdc9hVUqybpJpq3sekiRJkiRJkka3xpS7STZN8tkk93ibV5Jbk1zU9ef/kvxn1/dvS3JQ+/mFSR6QZNckL2/PPRj41iTMeTjJQ5Nsm2S7JFsnWTvJDkm+MMr4WaM9X/tdksxaibmck2TbrlOfA3ZN8pwkM+9triRJkiRJkqTJMX11T2AiJBkCPg0sAg4HPtAz5Jqq2r1r7AHA9klOBE4H7gQWtmOvBs4EbgVemOSLwP2A4SQXAX+tqqd13XsXYA7w/arqZCyvbYFnAfsCXwSuAw4DDmmfpdeF7T13AH7annsE8LP281rALis4h47FPfe8heY32Q54FPDGe5krSZIkSZIkaRIMfLnblrUnAudU1YeSfDjJp4DXV9Xt7bBK8krgS8BxwDU0RWZ3qdsxBMwC/qeqfptkLrBjVd3Z3u+XXfd+F/BA4M/A0Ul2q6qlyzv3qvpuO/+FVfWOJA8F3tM+z5ZJLmyG1Z7t+F2T7Ar8a1W9uJ3D5Z3ieiUVcFqSAv4f8DdgZjuX3ZPsUlXzJuA+kiRJkiRJkibAQJe7Se4HfAb4ZlV9CKCqXp3kjcAvknwcOKkd/mvgBGBt4OvA9qPkbQG8Bdgf+BRwJM2K1vPb0hOa1bEkmd7c7h8l60+A+wLXr+BjPAeYneQsYAHwL8BvgTdX1SGjjH8x8OgkPwB+0DX3/YD9q+pf260bZtGUxqOWze38p1XVgq7TL6FZufxfwFxgG2Ae8Hualbyj5RxOs1oagDmzpzMyNHd5nnu5zR/aakLzzFwDMkdG7n3u/Pn3+lozzTRz8jInK9dMM83sz8zJyjXTTDP7M3Oycs0008z+zJys3KmcOZ6BLXeT7EZT7J4IHJTkuTSF5M+AacDRwM7A7gBV9Z0kbwG+O1ZmVV0L7JtkE+ChXV/t3bVy9/J27GLgyCQb0GytcGNVXd+OGQJ2Aq6qqpvGeYbtgIcD+wDn0Gy18G6aFbObJplHs5L4yKo6I8n2wGNoiulnAg9pc14IHAoc2EY/CLiy/W6cX5ELgT2TfLfNPAUYqap9k3TyvwEcV1WfGeM3O45mNTQAm200s4aXXjbePe8VM828+xfDK5e7ktebaaaZk5M5Wblmmmlmf2ZOVq6ZZprZn5mTlWummWb2Z+Zk5U7lzLEMbLlbVd9P8ghgUVUdC3ffoiDJDOAzVbU0yVFJNqdZzfpEmpWxo0oym2a170iS9dvT3273ub10lGsfTFPuXp0kVVXAbOAS4OU05fNYdmm//1Z7zbuATwDn0/yz+RzwUZptJeYApwH/Q7Oi9kDgP9u/nwTsU1V/b3N/D2xIs+XEkjHuPaPr8z9V1Ybt83e2XpgHHAxs1c5BkiRJkiRJUh8ZWt0TWEnrAt9PclH7srMHtp9/AFwEPKwdF+Bk4A00xWnnpWMzaVb5NoOSTYGzaLYl+APQKXf3An4OPBn4VVu0AlBVP66qJ9OsfN2xPX0HzQrbr483+ar6XFWdAowAX6iqRcBbabaEOIemXJ1RVUuq6laaYvo84FTgflX10zbnRV3FLlW1tKpurqrbq+rOMf7c2mZCs/VEx5I241qabSY2r6ozxnsOSZIkSZIkSaveQJe7VTUCvB84vV2x+4f2788Bp1XVLzpDgadV1byqejdwcXv+AzTbOHTcBBxRVd8B1uPu+8yeQLONwZKqujXJhkl+nmTtdv/a9YDOphrTgF2BZa7Bbl+Qth3w8SQH0KwEPpOmID4ROCXJWu3z/rGd+3zg7aNk7Zhks2XdcxRbJLk4ycXAFm3WTsDmwK/a40ffi1xJkiRJkiRJk2Sgy93WWcBhnVKzLUJfBnyha8zMqrq9/X5X4NXAzVX1G5o9eZ8G3FJVi6tqXpIHAetV1c3t9YcBf6F5KdvWSXasqr8CH6F5qdl3gU9U1R/a8bOA42lW744pye40K4pfCDwVeA/wgs7XVfUx4E/Ai9rx02gK3/Oq6tx23JIk67QvUXsdsO/y/nBdzq2qXatqV+DMJK9s5/UE4KFJ3gH8T6dkliRJkiRJkrT6DeyeuwBJvkKzujTA6cA/AT8ENgK+0e6fewBwUNdlv6QpQS9tj0eAd9CsyiXJQTQvCHtZW6YO06ym/TjNitrX0pTBl1bVp2i2ULibqrqtndOy/BV4TlX9PMnNwF5V9eck96VZCUxVvTqNWTRbNZxRVR/oyvgS8H2a1cJ/BL62HPftne+zug7fBvw7sHtV3ZLkQOA/gOd2XionSZIkSZIkafUb6HK3qg64F9fcStdWDFV1cc+QrwFfq6o7AJI8pqp+1/X9cfdmrmPM5Vddn6/p+nwp8Myu4wIWJHl6Vc3vyTgKOGoC5/Rn4PCu41uBt0xUviRJkiRJkqSJMdDl7mTolLpdx78ba+yq1lvsSpIkSZIkSZq6LHc1sWZtDAfdMLGZIyMwvMx305lppiRJkiRJ0pSyJrxQTZIkSZIkSZKmHMtdSZIkSZIkSRpAlruSJEmSJEmSNIAsdyVJkiRJkiRpAFnuSpIkSZIkSdIAstyVJEmSJEmSpAFkuStJkiRJkiRJA8hyV5IkSZIkSZIGkOWuJEmSJEmSJA0gy11JkiRJkiRJGkDTV/cEtIZZcBOcmonNHJoLSy8z08zxHVQTe39JkiRJkqQ+58pdSZIkSZIkSRpAlruSJEmSJEmSNIAsdwdIktlJXtJ+np5kxjLGz0pyjz0Skkxb1rWSJEmSJEmS+pt77vaZJEPA74Dtq+r2nq//DhycZDGwFHhpkqVd328NHFpVZyeZBlwGLEhSwJbAX4HbgGnAV4B3dt13A+D9wCuranF77mXAzVX15Ul4VEmSJEmSJEkrwXK3z1TV0iRrj1LsAqwLvISm5P0bsG1Vvb3zZZJjgIVtzhJg267vTgJOqqoLxrj1q4DbqmpxWwwvBd4IPKe9flqbKUmSJEmSJKkPWO72p7+Pcf5i4OHAtKpalOTvSe4D3MpdW2zUit4syf2BVwOzkjwduBr4ILAhcGGSvwJLkuxWVTeuaL4kSZIkSZKkiWe5u5ol2Qj4BTCfZrUswOZJLm8/z6ApWZ9LU+JuB5yc5DZgR2Bf7tpmoTt3OrCkqkYte9vtH9LmfwE4AtgBuBI4BZgHPAXYHUhVfWAinleSJEmSJEnSxLDcXc2q6i/AZp3jJDvTFKvPqqrfdI9NQlX9EtilPb4A2Leq7myPj+kafhLwiHa/XYCtgH3aVbjQFMKfAD4FnFhVpyTZE7g/sCtwWlX9OMl84J/Hmn+Sw4HDO8dzZk9nZGjuCv0GyzJ/aKsJzTNzDc0cGVm+3Pnz78VszDTTzMnOnKxcM800sz8zJyvXTDPN7M/Myco100wz+zNzsnKncuZ4LHf7z3OBbwCvA17Z+2WSdYA/Aj+lWbl7TpItaVbe/kNVvbDrmrWAPwDzquppo9zzpPaaC7rOfac9dwVwxViTrarjgOM6x5ttNLOGl1423vPdK2aauezBwyswdPnHmmmmmasuc7JyzTTTzP7MnKxcM800sz8zJyvXTDPN7M/MycqdypljGVr2EK0qSbYGng08H9gmyeN7x7QvWvtVVe0JXArsQ1PO3jZO9CuAzwAzkjxujHt/IMkvkszr+XNZkqNX6sH0/9m7zyjLyjLt4/+r6EAQREKpjQkcAyoCRhREYGDMGAYRG0WMYHZAnTG8mBB1RMyYUFEUMQuKEZVRUFRUMGBEMYG2iA1I7Kbu98OzDxyKqurq7jpddaj/b61edc7ez772sw9+utftvSVJkiRJkqQZZ+fuHJFkK9rc3KdX1WVJngp8JcnSqvph37rxBfmFwOZT5N6D1gV8f2AL4DNJ9qqqP/Svq6pDZ+hRJEmSJEmSJK0Ddu7OsiQ3SfJC4HvA66vqGwBVdR7wFOCLSV6eZBHtBWiLgRN7l9Nm5G4G/HiC7KcDJwEHVtVfq+pntPENpyd5fJKFg306SZIkSZIkSYNi5+7s2xV4BLBXVf2i/0RVnZ7k/sDbga2AxVV1BfC6bslPgN9X1f5JnghsCZyTZAvg68ByYPeq+k1f5klJzusy907yJOAHtLEOvZevjRdgk6rabkaeWJIkSZIkSdJas7g7y6rqi8AXpzh/LvDQ7usO4849t+/zccBxve9JHtu9DG2izJ8AD0yysKpWANuv+RNIkiRJkiRJmg2OZbiRmqywO27NinWxF0mSJEmSJEkzz+KuJEmSJEmSJA0hxzJoZi3eApaeP7OZy5bB6KiZZkqSJEmSJKmPnbuSJEmSJEmSNIQs7kqSJEmSJEnSELK4K0mSJEmSJElDyOKuJEmSJEmSJA0hi7uSJEmSJEmSNIQs7kqSJEmSJEnSELK4K0mSJEmSJElDyOKuJEmSJEmSJA0hi7uSJEmSJEmSNIQs7kqSJEmSJEnSEFow2xvQjcxVF8LxmdnMke1h7GwzzZz93KU1s3uRJEmSJElaC3buSpIkSZIkSdIQsrgrSZIkSZIkSUPI4q4kSZIkSZIkDSGLuwOUZNE01oyM+75ac5CTLFzdayRJkiRJkiQNP4uCA9IVbb+ZZJ+qumCSNbcBvppkA+D3wK2BlUnuClxTVdN5e9MewAFJvgpsWVVHTnKv7wH/BFYCAX5SVS+ZZO3jgFtV1ZumcX9JkiRJkiRJs8Di7uAcBNwMOD3JRcDlwDuAVwN/BnYERoHnALtV1cuTvBA4DzgJ2CbJhcBdgXtX1W8nuc8ltGLtF4F7JFmvqq6ZYN0VwH5VtXwae98Q2Hh6jylJkiRJkiRpNljcHYCuE/chwIuA5wOfpHXmbg2cUFWvTHJeVV2TZKKIzwFjVXVMkjNpxWCSPBD4OK0A3LMI2Kb7tx6t+/eYJDsDJwC/6tZtD3wuycru+2bAaVX1vCS3B25RVad3567XMZxkW4Cq+sWa/B6SJEmSJEmSZp7F3cFYCJwK3BF4AHAGcBPGFU377J9kJ+A2wEuBvwLbpVV+F1TVld26lcCngJ/TunULuAB4aVXtlOQJwBe6tSuAU4BX0DqE30crMm8OnEvr+L2iW3vfbp+94u54e3f3ukFxN8khwCG97xtvuIBlI9tPErNmlo9sM6N5Zs7fzLXOXbZs4szl02mIXz1mmjnfMgeVa6aZZs7NzEHlmmmmmXMzc1C5Zppp5tzMHFTufM6cisXdAaiqS5K8DXgXcBywG3AO8GXglUn2BK7qexHaR/vGMkArvu4N3J3rOm+hdeYCfB84ljbS4c/ARkluChwBfKJv/RjwQGBTYDGtEPx14CJgn6o6ult3NTDRKIeeSc9V1VHAUb3vSzZfVKNjZ08RtWbMNHNO5I6OTnFq8nNrykwz51vmoHLNNNPMuZk5qFwzzTRzbmYOKtdMM82cm5mDyp3PmZOxuDs47wf+BXwJ+DytO3Yl8HLgyqo6BaAby3BAkt2ArWijHM6hjVHYHzixL3MjWnfvR7rP7wB+CvwWeDbwgaq6ulu7CFhZVcd19xkB9u32tAFw2gCeWZIkSZIkSdI6YnF3QKrqSUkOpXXgnkQbzdDzAVqRtufDfZ27GwNbAN8A/pNWDO4ZpY1a+DmtAHxLus5d4E3AXfrWbkYbvUCS/YBHdMe3AA6qqnNn4DElSZIkSZIkzRKLu4N1DbAHbfZuvzGAJOsBS4B7JXkLsDNtZMIPgbt2a7cFev8f8nvTZuqeDLwWeCzwVOBC4J/ABUluWlUXA3cDft1ddzfgXVX16STH0rp6+42s9ZNKkiRJkiRJWqcs7g5WgHdU1VuudzA5r/u4EW1UwkeArwFPAs4Hng/8hvaiss8neRVwArAXba7uI4A7ALsDO3TrTwbeCezUHXsk8LQki4FdgQ9dfwtZBHyoqh5Pm8e7T5J7dee3BBYneXD3/ZbA0UiSJEmSJEmaMyzuDtZ6wLOS7DPu+AJoL14DHt472L1gbRPgx8A7q6qSPATYBtiaVgC+mDa6YXfgKuCNwMG0bt93A69Lcjvgb8CfgLOAY6vqN91tzqIVios2+oFuLu9xkz1ENy5igzX5ASRJkiRJkiQNhsXdAaqqI4EjV2P9ERMc+x3wu+7rc7q/12YmuV9VjXVfn9Z36d7d+d2r6q99eW8BrtdJPI19TfsZJEmSJEmSJK0bzlodcn2F3cnO/3Wq85IkSZIkSZKGk527mlmLt4Cl589s5rJlMDpqpplzO1eSJEmSJGkds3NXkiRJkiRJkoaQxV1JkiRJkiRJGkIWdyVJkiRJkiRpCFnclSRJkiRJkqQhZHFXkiRJkiRJkoaQxV1JkiRJkiRJGkIWdyVJkiRJkiRpCFnclSRJkiRJkqQhZHFXkiRJkiRJkoaQxV1JkiRJkiRJGkILZnsDupG56kI4PjObObI9jJ1tpplzN3ddZi6tmb2PJEmSJEkaWnbuSpIkSZIkSdIQsrgrSZIkSZIkSUPI4q4kSZIkSZIkDSGLu3NYkm2TbN73/cAkW06x9r+6z4vW1R4lSZIkSZIkzQ6Lu7MgySeS/Nu4Yz9Ksnjc0jcBD+3O7wkcBvy/SWK3A27aff5ukouTfD/JL5McM8Eebp3kfUlGkmzYfb71Wj2YJEmSJEmSpHXG4u7sOAa4c5KNum7cA2mF2aXd962S3ApYAnwkyVbA64FdgSuSfCTJ6LjMuwM/BKiqewJnArsBrwT+1FuU5gnAScBvq2qsqi4HfgqckORFSRb0rb9rkr2S3GQAv4MkSZIkSZKkNWRxdx1Kct8kpwMvBg4H7gw8G1gOrAT+CTwW2BY4FDiLVuD9AnAVcAKwM7A5cE6Sw5IsSvJT4GDgDUk+3N1uBBgDbg38oW8bOwP3A/4DuHeS1yR5N7AJsDtwM2Crbr9PAV4H7AJ8L8nGM/6jSJIkSZIkSVojC1a9RDOlqr4H7JzkHsAraB21f6uqzyX5n+7vnsDWwP7AF4FPAN8BjgOuqKqzAZLsDpwHrAAeDHwO2Bd4V3e7RcDVwL8BP+jbw2nAaUluBpwKPAu4prtuSVW9tG/LtwEeU1Urk9yN1h18ev8zJTkEOKT3feMNF7BsZPu1+ZluYPnINjOaZ+b8zRxU7jrNXLZszTOXL1/ja800c9CZg8o100wz52bmoHLNNNPMuZk5qFwzzTRzbmYOKnc+Z07F4u461nW/Hgv8F62zduckZwB37f7ejlb0fQNtju6DgV8DVwD/nuRVwOXA4VV1n77MnwIbcd0IhkVVNZbkauDNSf4O7AO8GbgTcDHwfuButP8d7AO8JcmOwNnAI6vqld3oiEfSOoh/OP55quoo4Kje9yWbL6rRsbNn4qe6HjPNnOu56yxzdPxEltXMXMvrzTRzkJmDyjXTTDPnZuagcs0008y5mTmoXDPNNHNuZg4qdz5nTsaxDOtQki2BbwC3pI1luAdwelXtBPy8+/sp4HvAyQBVdSmtO/cmtA7bJcCmwCV90Y8ATunyetWgke765wIHABdW1SXAe4GPA3egddz+klYYflZ3/fOBp1RVdTlLgMcBy4DeMUmSJEmSJEmzzOLuurUt8FZa8fb5wAXcsHN3H2743+XvtBeqXdN9Hxt3/jfA04AnAt/uOnn7/7/bN6N16vZGQywHjqiqXYAjgNd0nz8AXFVVF/YurKrfVNW+wGXAQ9fi2SVJkiRJkiTNIMcyrENV9S2AJPsBvwM2oHXuPjzJ96pqpyQvpb08rd+WwMuB9YDFtHm6/bmfSwLwWWBD2ovR+kcobE4r6F57CfCiJE+g+99AkgOBbXrXJVmP1gW8R1UtoxWI/7k2zy9JkiRJkiRp5ljcnV1/pnXqAowkGamqIwCSbNu37nzgecCpVfXmJCPAs3snkywEXgDsRxu1cHPamIWem3P9Tt4C3lFV7+o7RpIlwPZJHl9VH0vyMuBLSa7o7n3qWj+xJEmSJEmSpBlhcXd2XAYs6ObaXtkdW9T9631fDCzsPq8PvBD4cvf9y7RZuXSF3o8C76mqjyfZGrh9Vf0sySLgE8A9gX377v8D4KQk+0+wt82A/wGoqhOBE9fyWSVJkiRJkiQNgMXdWVBVj5vg2PbjDv0EeGp3bodx5x7Ue+FZVY0lOaCqekXho+lm81bV1V337flVdZ/bOhcAACAASURBVO1Ihar6NXDnGXkYSZIkSZIkSbPC4u4cVVVjXNfFO/5cjft+Zd/nS8ad+/lANihJkiRJkiRpVlnc1cxavAUsPX9mM5ctg9FRM82cu7nDkilJkiRJkm5URmZ7A5IkSZIkSZKk1WdxV5IkSZIkSZKGkMVdSZIkSZIkSRpCFnclSZIkSZIkaQhZ3JUkSZIkSZKkIWRxV5IkSZIkSZKGkMVdSZIkSZIkSRpCFnclSZIkSZIkaQhZ3JUkSZIkSZKkIWRxV5IkSZIkSZKG0ILZ3oBuZK66EI7PzGaObA9jZ5tp5tzNnc3MpTWz95UkSZIkSUPDzl1JkiRJkiRJGkIWdyVJkiRJkiRpCFnclSRJkiRJkqQhZHF3jksywwNsp33fOyZZNBv3liRJkiRJkrRqvlBtDkhyS+A+wGJgM2AU2Lr7t0WSh1bVH5PcFPgzcO4EMUuqarQvc72qumaCez0NGKmq9/Yd2w64f1W9p2/p04EVwEvX+gElSZIkSZIkzTiLu3PDNcAtgEuBvwBPBR4FXFBVY33rVgA/qKo9egeSrF9VVyY5a1zme5LcBbgK+APwceBlwJbtshwAfLCq3g/8A9gvyQOBrwJPAxYBGybZFfhHVT1yxp9akiRJkiRJ0hqzuDvLuq7Z9wCX9x3eBvhQdx5aR+87gM8DleSJwPlV9XXgvUmOBlb251bV05J8CHhXVZ3RFWlPAX5L++9+U+CSbu35SR4EbAs8BDimqo7t2+MfZ/q5JUmSJEmSJK0di7uzrKp+CtwfIMmbqurQJKdU1Z5J3gkcAuxSVV9PsjmtiHsy8Pkkf6YVgr8HVH9ukg2BHYFzkqw/wa0/DyxPMgIcCXykqn6UZC/gpd34hp6xCa7v3eeQbo8AbLzhApaNbL+6P8OUlo9sM6N5Zs7fzEHlzmrmsmXTz1y+fA13Y6aZg88cVK6ZZpo5NzMHlWummWbOzcxB5ZpppplzM3NQufM5cyoWd+eAbqTCP2kjEw7tO/UA4AvAZ4CvAxsAV1bVRUmeD3wbOLSqqivS9nsmcHPgo7TRDMcCTwGuAEIbvdAbtfBD4ONJntl9P2Jc5+4fJtt7VR0FHNX7vmTzRTU6dva0n326zDRzrufOWubo6KrXXG/56q0308x1mTmoXDPNNHNuZg4q10wzzZybmYPKNdNMM+dm5qBy53PmZMYXBDU7Hg58DLg6ya2Auye5E21Uw8OAy5PsTJvLe2F3zV9p3bqbd9+v7dxNcmdgX+CntBejrQQ2Br4FfKyq7ghsBFxUVWNV9VHgblV1Shfx0iS/SXJuktO6HEmSJEmSJElziMXdWZZkU+DDtO7aX/V9fjdwFm1O7hOB3wN3A37SXfMx4BHAgd24houTjAJU1S+Bvcfdagmt+3fPJDsAv6qq/lEOj06yT/f5CGAf4GfAnsCybjawJEmSJEmSpDnC4u4sq6rlVbUHrat2CfBOWpH3UOC+wNuras+qOh+4D/Aj4OPAK6vq+8BbgQNpL0p7QJIndbl/A+4FnEgbw3B34BzgG7RRD0f29pBkA+AVwE/6tvYX2v8+zgS+080GliRJkiRJkjRHWNydZUk2S/Ia4ATa/NxPAwur6ke0ztz9kvwsyWOBXYHvAI+sqq93ER8G3kx7QdrbgL263EW0wuxDgItohd6zgdvS/rtv27eNdwCfqapf0wrBDwNOB54FXEkbE3HHAf0EkiRJkiRJktbAahd3k4wkeckgNjNPXQ78Eti5qs7sjt0EoKr+XFX/SRuR8Btat+41VXVl7+Lu+1hVfYFWpD28OzUGvKmqLqIVhN8PfIpW8L0LsE+SI5MsphV0e528S4ANgd2q6k/ALrTi8BuSZDA/gSRJkiRJkqTVtWA6i5J8GtgK+DPwWFo36OuSnEAbB3BGV1zUauoKtR8dd+ye477/svt41iqyXtf3eSXwpe7zcQBJju4rDD8yyfpVdRXwlL6Y/66qq8ft75Wr80ySJEmSJEmSBm+6nbtbVtVOwGbdS7hWdsfvBvwYOCLJjoPYoGZOf8fvRN+7Y1ePPyZJkiRJkiRp7plW5+4ULq2qTye5N7ANrdCr+WzxFrD0/JnNXLYMRkfNNHPu5g5LpiRJkiRJulGZsribZAR4ELBZd2hRkrNoM1gBqvt7ZFVdOJgtSpIkSZIkSZLGW9VYhvWBg2gv3AJYATwK2CHJ54CtktzTwq4kSZIkSZIkrVtTFner6vKqehTwj+sO1XnAr4BXA68FPpDkBQPdpSRJkiRJkiTpeqb7QrXxrqiqH1XVe4H7AXsnedgM7kuSJEmSJEmSNIXpvlBt0yTfAHbs/m6X5IPAz4GvA08FrhzQHiVJkiRJkiRJ40y3uLtX93es+7sI2By4L3AYcDvgMTO6M0mSJEmSJEnSpFZZ3E1yn6r6/gTHD6qqw7oXq92yqn4/kB1KkiRJkiRJkm5gOjN3j05yvyRHJ3l3klsmuQdt1i7AUcAOg9uiJEmSJEmSJGm86RR3/wXcAfgjraB7a+ABwIokdwHuXlUfHtwWJUmSJEmSJEnjTae4W93fnwIXAyu7f9Beova8AexLkiRJkiRJkjSF6bxQ7ebA4bSXqW3ef6Kqfgf8bgD70rC66kI4PjObObI9jJ1tpplzN3fYMpfWqtdKkiRJkqQ5bzqdu38DXg48G/hx3/GNkvw+yV+SfGQgu5MkSZIkSZIkTWg6nbubAc8Ergbu1Hf8sqraOkmA0waxOUmSJEmSJEnSxKZT3L0Y+BzwT+Dg/hNJtgUWVdXOA9ibJEmSJEmSJGkS0xnLcA1wIW327vrAelxXFN4UeHeS6RSJbxSSLFyNtYuTbDrI/ayOJIsnOZ7+/4ZJDkjy/L7vI/Ppv7EkSZIkSZI0DKZT3F0E/Ba4DfA94M/At4H1quq7wFeAJwxsh+tAkoOS3KT7/I/JCplJNgB+kWTTJIuS/HEV0S8DPraqwmiSZyR5Q/d50yTP6fu35Ro8Ui/3mUn26Tv0v+O+99wG+GaSU5KcAhwAPKLv+ynA/mu6D0mSJEmSJEkzbzrF3YOq6jtV9ayqekZVXVBVPwJO7M6/CRjaF6ol2QY4CLiiO7SiqlZOsvxJwFeqanlVXQ2M9eU8o1cg7r7vTXsJ3ebAqUlOS/K7JP8xQe7Vffe/GfA0Wrf0U2gd02vqALp5yN3elgIv7PZyapJNAKrqD1X1AOBY4NSq2rOq9gReDVxZVXtU1YfWYh+SJEmSJEmSZtgq/6/2VfWzSY4f3f29dKY3tY49mVaAPb29G47NkpzRndsAOLqq3pNkI1on7oHjA5LsCzwH+HiS9YDnAU8Ftq+qP3drlgBfo3XB9l97GjAKrJ/kId1+/lJVJyR5ArBy3PoNaJ3TS6vq15M9VJLdu3WbJDkc+CttxMY+tILxi6vqkm7tYlqB+Sxg276YewO/7tYsAlZW1RiSJEmSJEmSZt28nqOa5Oa0kRJ3qqoru2N/raqdJlh+FHATWoG0P+PhwGHAXlV1cZKtgR2BS4BPJ1nRLV0PuBz4VldMfVtVHQc8FHgncC5wBHCL8fcY503Acaso7C4A3gu8FTga+ALwWOBxwDto3cEH9l1yAnBTuk7kbhRDf94pwGLgv4Azx507BDik933jDRewbGT7Kba/+paPbDOjeWbO38xB5Q5d5rJlM5e5fPmMZZk5vzMHlWummWbOzcxB5ZpppplzM3NQuWaaaebczBxU7nzOnMq8Lu4CdwWO6BV2J5PkXsAdgY+NOzUKvAp4UFVdAFBVvwcOSPJV4Cm9zt0pXA7sRSuu7kSbaXzVJPt4CLAv8MYku1fVN/vOfRB4dVX9vqpWJnlzt+c/VtVbkrwL2JDWmfsn4NrqTlU9OskDaWMkzpng1rt2YxtuoKqOohW+AViy+aIaHTt7FY+8+sw0c67nDlXm6OjMZs5wnpnzN3NQuWaaaebczBxUrplmmjk3MweVa6aZZs7NzEHlzufMyczr4m5VfQP4RpKPA1vTOld7YxlGgL9V1SOq6sxuVu6b4dr5tW8DLgN27403GGdD4PKuyHszrivY3rGq+v8LP5I2euEiWrftk2ldvxN5B61L9qvAm5Pcuqo+3D3Lk8et/SjwWeDRSW5Gmyv8CNq4iG2B7yV5fVX15iXfFNiVVrAe756T7EeSJEmSJEnSLJnXxd2eqnpc7/NkYxmqakU3k/cOwAeBtwN7TFLYBdgC+CewAnhsVZ3Xze39ft+9FtBGOhxLK/AeAdwF+Mv4sCSbAwt7xdwkx9FGSnx4kvsfB9waOJk2mmElbazCscAnaTOC+/9/36F17b5tgqxjJ7mHJEmSJEmSpFkyMtsbGEK/AXbrxhFcK8ktk9yi+7w1cHFVFVDdsfvRXlh2TN9lmwKfAX4J0M3R3RP4wfibVtU/gKuTbNkd2pk2p3cyh9K6incBTqiqI2kjIO4N/BHYuKo+0Lf+Z91ebgXcH3hj9/lWtBfJSZIkSZIkSZpD5nXnblor7sKqunqKNYuAlVU1RutuTVX9oTu9cZINq+py2izcnYDHA88Dvt4Xs7iqvkvr+iXJUbSXov0YeFWSA4CRJLcCdqcVZqEVhtfrxkYspc3E/UyShcC/aC9J6+3z2pm73aE9gR2S3BX4YpL30MZKjAIfAU7su/aLtJfFjfWeC9gS2KfvpzoQOLSqvjX5LypJkiRJkiRpXZnXxV3aWIITkvS/wOy3SU7r+74YeBJtZMF6wKK+c58FvtONa7gSeEGSrWhF13t3a34AfC1J7wVmI7QC62vH3WMR8ELgtVXV28+vgc8Bf6qqa4CvdP9uYIKZuyto4xS+310LsFeSzYBn0EY17Ntd+9D+C5PsDLyxqnab6F6SJEmSJEmSZt+8Lu5W1blcV4SdzvqDx31/2kTrktyx6+alql4FvGoVue/rrhvpOoR7xw/lui7e1VJVx0xy/CLg9au49nTaaAZJkiRJkiRJc5QzdwegV9hdg+vGVr1KkiRJkiRJkuZ5564GYPEWsPT8mc1ctgxGR800c+7mzudMSZIkSZI0a+zclSRJkiRJkqQhZHFXkiRJkiRJkoaQxV1JkiRJkiRJGkIWdyVJkiRJkiRpCFnclSRJkiRJkqQhZHFXkiRJkiRJkoaQxV1JkiRJkiRJGkIWdyVJkiRJkiRpCFnclSRJkiRJkqQhZHFXkiRJkiRJkobQgtnegG5krroQjs/MZo5sD2Nnm2nm3M0d9sylNbP3kSRJkiRJ64Sdu5IkSZIkSZI0hCzuSpIkSZIkSdIQsrgrSZIkSZIkSUNo6Iq7SRYkGbp9T1eSRdNdl2SGh9tKkiRJkiRJGhZDUyRN8tUktwaeC5yb5NdJzkhyaZLtuzVf7479PclDk/wkyWndv9OTfHdc5g5JPjPu2BlJbjLu2EiSCV8+151bfy2ea+8kz+879OwkL5xi/Tndx/cDFyY5M8n3klw0bt3vumeZ6N+Pk3x9guwTkuy5ps8iSZIkSZIkad2ZsGA5lyTZDLgtsBjYBvg0UMB5VfW5JL8DegXPq4DHAScB3wSurqpdupz1ga/05R4CfBe4pPv+MuAhwLbAV5KsB7yoqr4N3Ad4V5JrustvA1wG/AMIsDDJzlV16Ro84lOBw7o9jABPA1YkeVR3/klVdW6S2wKbdud2BJ4HbAwcCGwBvG9c7oqq2mmiGya5HfDu7vPmwCFV9TLgSmCrroB8Ke13BrglsEdVnbsGzydJkiRJkiRpAOZ8cRe4O/BiYCfgpcBngQ2BK5PcDFheVSu6tWPAlsBFVXVFkpVJTu3OjXTne54PbATcIcnewOuBI2hF4QfTCsUAVNUZwI6970neAZxZVceuzYMluQPwL+BPXQfxV2iF1AcDfwGO7yuoPhJ4DLA18Frg8N7vAGwHnDUufgVTW9n9XQTsBbyMVsz9bVXdZdw+zwCuQZIkSZIkSdKcMeeLu1V1apJfABcA+1fVhUneQCvUbgfcNskXq+qh3SUPAf6v7/rd4NrO3a92n/8N+BGtIHov4Be0ou5Il/l1WqHzMuBBA3y8Y4BvAEcDPwQOBnYH3g78E/jvvud4W5K/Aof1njXJJt0+twMemeTyrgP3WkneAvw7cDGwFa2I/ZW+JcV1Re8NgStW5wG6DuhDet833nABy0a2X52IVVo+ss2M5pk5fzMHlTv0mcuWrXnm8uVrfK2ZZq6LXDPNNHNuZg4q10wzzZybmYPKNdNMM+dm5qBy53PmVOZ8cbfzn93fzyZ5Eq179fFV9eRu3u6H+9aeDrw1yZsBkpxGG7XwC+Dn3ZrLaZ2vl9GKqNcAe1XVVd01BwLrAx9Yk80m2RK4bVWduYqlxwC3o3UbHwEcSSswpzv+23Hr/xPYuJuX+2DamIr9qurV3XiKiSo3VwLP7YrkL6SvI3kCGwGXd7/xPbmu6HvbyS6oqqOAo3rfl2y+qEbHzp7iFmvGTDPneu5QZ46Orl3mWl5vppmDzjXTTDPnZuagcs0008y5mTmoXDPNNHNuZg4qdz5nTmbOF3eTBHgy8D3gU7SZurcALkuyNbArrdO251zgB8AuAFW1S5ITgUcDr0yyaVWdn2RjWqfsw2kze++V5DZdxpa0IusewL5rsO3HAW9PsrCqVk6x7gTg88BTgA1o83P3pxV5VwLf7kZAvBcYpXXeXkAr+j4I+CXw9CQfoXXnHjPBPbKK7/1uB/yBVgD+MdcVd3ef4hpJkiRJkiRJs2DOF3eBx9NGKGwFHE/rLt2FNiP2rcAmtOJvv/VoxdKey4ATgS8Al3adtccCXwK+UFX/24042LJ7edmBtM7d96/hnj9Jm8k7VWEX4E3AXYGPdP82AQ4ATu7+HQzcvapWJHkF8E7arOBnAk/onudy4DXADrQXxI33V+D1rUYOwBvGnV8ILO4K28ur6grg9/0LkqzWqAZJkiRJkiRJgzcy2xuYhvNpIwugzYc9ADilqs6ivYxscVX1FyOfSuvs/Wrfsd64g2Oq6pqq+ntV3Q/4RN+azYGP99+470Vtq+sWwE7pq6hO4kha5/GuwPuq6vW0ovL2tE7lravq7d3ab/f2V1VjtC7frwHvAp4IfLk73rOgW/vmqtqp799nu/Prdef/VFU70ub7vjvJwiTDUPSXJEmSJEmS5rU5X8SrqlMBkowAdwaeDmyX5NnArYBlSd4KvJTWhXpsVb2hu2ZxN3v3u7Tu308meX5V/amLT/ePqvp9krckWQgsphWS6Tpav0jr/q3uulsCeyY5uPu+Hq2jeLuqugZ4APBm4B208QqT2Rm4P+2FaD9N8l+0Ltxtad2/7+v7HY7r9rMoyeNoxepf0LqLvwQ8LMlvgQ9UVQHrdfOGJ7KY9oI1usynAHeoqmcnOQh4SpL+wvZdut9WkiRJkiRJ0hwx54u7fRbTip4voY1UuBJ4KHA18DZaJ+tC2svRSLKINubg58CnquoTSQ4B9qEVXnuZi3s3qKqPJHktbRTEo7tjfwTutjobrap30Aq7qzIGfA44tKqu7o49JslGtA7l44Ddxl1zM9qIisNoc3E/XFWvS7KE1tn7feCnwAOr6vyJbtp15m7efb4N8Bi6l9ZV1XuA94xbfxCwbl/1J0mSJEmSJGlKQ1Pcrap/731O8qWq+kff6YOTpKre2bf+6iR36p97W1VHjcs8C9hv3K1eXlUvm+HtT6iqPj7J8cto4xbeNcG5rXufk+zS+x26l8Tt2nXtMllhtzu3Evhb9/mPtJfKTbXP90x1XpIkSZIkSdK6Nwwzd29gXGG3d6wmOLaqF5pNlH2DnLlq/O8wTHuXJEmSJEmStHaGpnNXQ2LxFrB00qbhNbNsGYyOmmnm3M2dz5mSJEmSJGnWDGXnriRJkiRJkiTNdxZ3JUmSJEmSJGkIWdyVJEmSJEmSpCFkcVeSJEmSJEmShpDFXUmSJEmSJEkaQhZ3JUmSJEmSJGkIWdyVJEmSJEmSpCFkcVeSJEmSJEmShpDFXUmSJEmSJEkaQhZ3JUmSJEmSJGkILZjtDehG5qoL4fjMbObI9jB2tplmzt3cG3Pm0prZPUiSJEmSpBlj564kSZIkSZIkDSGLu5IkSZIkSZI0hCzuSpIkSZIkSdIQsrirG0iyxWzvQZIkSZIkSdLULO6uoSS3SPLBJDd4e1iSS5Oc1vfvF0le23f+5UmWrsE9X5Xkx0lOTfLHJHfsji9I8s1xa++V5Nxu7bK+62+X5GtJ/iPJgRPcYwPge0kWru7+JEmSJEmSJK07C2Z7A8MoyQjwfmAFcAjwpnFL/lhVu/StfQxwtyTHAJ8ArgSuXoNbr+j+/hA4o5dRVSuTXDPB+u8CxwAHd99PA+4DXAZsC3yy75l2Aj4M/Bn4G/Clrm59E+DMqnrOGuxXkiRJkiRJ0oDYubuaumLtMcBXq+pRwO2SvDfJRn3LKskzk2wJfAjYsTu+pkXdfs8Fbtp9/rckZyQ5Fbhn16X7/SSLuvOXAk/r9j0KvBJ4FrAL8GiuX5QeA74KPAM4rar2rKo9gcOBi9Zyz5IkSZIkSZJmmJ27qyHJVsAHgC9V1VsBquq5SV4E/DTJu4Bju+W/BN4HbACcCNxtLe+9APgPYBvgLsAVwKVVtVN3/pSuGNtb/+/AEmAUWAzcGdiHVpg+j9ade3DfLca6v+cCWyfZH/gJsDet43eyfR1C614GYOMNF7BsZPu1edQbWD6yzYzmmTl/MweVe6POXLZs6szly9dwN2aauW5yzTTTzLmZOahcM800c25mDirXTDPNnJuZg8qdz5lTsbg7TUl2phV2jwGWJtkX2B74MbAecARwT1pXLFX1zSQvAb41jextgIVV9auplgEFHNV37Mgp1t8XeH7f9/+hFYWfCbwE+ChwWpIHVtVFXT5VVUme0X3fHfgL8JnJblJVR/Xvacnmi2p07OwptrVmzDRzrufeaDNHR6exZNVrVpeZ8zNzULlmmmnm3MwcVK6ZZpo5NzMHlWummWbOzcxB5c7nzMlY3J2mqjo9yY7Aiqp6I0CSn/XN1l0IfKCqxpK8JsmtaB2zewG/XUX8/wK3oCsMT3L/FUm+BjwC+AXwRODgJB8BLgfOSnIa8MqqOoXWLfx14E/AnYAHAhcATwVeUlV/SvLNqrqyu8WVwA5J/kIbHfGXvts/PMkFVbX3dH4rSZIkSZIkSYNncXf13AT4QpLe3Nytu4LqCK1792nAT2ldrx8CDgUeCtwL+BewqFs33kuAhdPcw77AxbTxDNCKskdU1XlJXg6s7I7/nNZVfArwBFqB91Hdv8uSPBc4OsmngR2Am1fVLkleDPy9qj6Y5DW00RIbAi+e5v4kSZIkSZIkrQMWd1dDVS1L8r/Akqp6W69zN8kzgfWr6qe9pcDeVXUZcGaSfWgzd98E/J3rXrDWc0daAfWcaWzjDOAPwIOnsXZHYAvg9sDXuG60w3bAiVX1boAkmwK37LqP1wM2SXKb7voFwKbAuh0YIkmSJEmSJGlKFndX3xdpBdtPASRZn9ax+5C+NYu6wi5JdgKeC3ymqn6VZG/aS8pe07f+ybSxDJ9cxb0DfLSqTktys75jJyS5Ergt13/52buq6sgk7weoqpOSjABvA85J8mjgJOCSbk8PoY1kWAHsCtydVuzdEvjntH4dSZIkSZIkSeuExd3VkOQzwK1oBdVPADcHvgtsDnw+yYbAY4ClfZf9HHgBcFb3fRlwGPB/vQVVtc80t7Cw28cDgD2Aw2lzfffrG8twvfEOSe5DG7tw3ySvBX5IK9qOAc8CFlfVV4CvTPC8GwNvAPakzeqVJEmSJEmSNEdY3F0NVfWYNbjmUtrs2973M9bi/of1fb139/cJfecP7/t8Jq3DOFV1z65jd9eqGuvLeP2q9p7kMOAFVXX1VGslSZIkSZIkrVsWd2/kqqq6v2OrWjvJ9RfO7I4kSZIkSZIkzQSLu5pZi7eApefPbOayZTA6aqaZczd3PmdKkiRJkqRZMzLbG5AkSZIkSZIkrT6Lu5IkSZIkSZI0hCzuSpIkSZIkSdIQsrgrSZIkSZIkSUPI4q4kSZIkSZIkDSGLu5IkSZIkSZI0hCzuSpIkSZIkSdIQsrgrSZIkSZIkSUPI4q4kSZIkSZIkDSGLu5IkSZIkSZI0hBbM9gZ0I3PVhXB8ZjZzZHsYO9tMM+du7nzKXFozsxdJkiRJkrTW7NyVJEmSJEmSpCFkcVeSJEmSJEmShpDFXUmSJEmSJEkaQvOyuJtk0WqsXT/J+oPcjyRJkiRJkiStrnVW3E2yX5LDV7Hmzkm+233+S9/xTyd51ri1L0vy3L7vd+hdO0HuPkme3HfozUkeMsna0SSHJem9bG4/4IgpH24tJFmUZNL/DuPPJ1mYZL0J1o1Mt2idZKMkfxp37BVJ7tR9Xn/8nia7ryRJkiRJkqTZsWDVS2bM+sDK3pckOwK37b5eBWwGPAe4c5IvA5skOb2qdgYuAs4fl3c1sKLv+1XdsV7+44CTq+pfwCnAe5I8EHgmsDewXZL/7pYvAE6rqv8BLuy+fyrJ/sCLgGuSnNPtYwvghVX1hbX6Na7zFmCHJNsB53TPtA3wD+BiYFG35x92618GPCjJNcA9+46n+/y87vkfCezT/S4BPlNVJwNU1WXd9f2+BZyQ5D7A6cBVSTYGRoHfdPt4MXDqDD23JEmSJEmSpLUw8OJukg1pRccNgAVJHg6cDYzRCpnnA0+sqjsl+QHwGVrBc2vgkUl+CCwB7p/khcAZVfVCoMbdagyoJFsBb+yuPwv4VVUtBx6X5DbA84HXVtW7J9pvVY0BhyW5GfBU4FjgXGC/qto3yY+B73fP9iDgaKDXBfvyqjptdX6fqnpWkoXAj4CdqqqSvAP4VFWdOsH6VwKv7O7/m6raZZLoLwAndXkvBfZK8nLgsu78zZN8G3hpVX27qr6Z5DFVtYJWNCbJbsCBVXXg6jyTJEmSJEmSpMEbeHG3qi5PcndaB+wFwFeB99MKph+sqjO7gi/AMFisbgAAIABJREFUX2mFy/cCz6J1r+5MK6AeRyvoPrsv/v91oxk2Bl4A7AB8Hng98MmusLkIeBvwBlrn8EOAbZI8AVhM62zdpKruPm7rzwS+SCtEHwfcPsntgYdW1bJuzQOA589AF++jgS2BbydZAfwcoCtGv7+754oJrrtqisxtgafTitn3pXVFn19V13TZ51XVA7rPDwMWAn9Y3Y0nOQQ4pPd94w0XsGxk+9WNmdLykW1mNM/M+Zs5qNx5lbls2fW+Ll++fO0zxzFzfmYOKtdMM82cm5mDyjXTTDPnZuagcs0008y5mTmo3PmcOZV1MpahqlYk2Qz4CbAJbdzA9Tpvu+7VP9CKqZsDLwdeUVX3TrIlcAmtiNs/TuA1vQ7cJLcCfkXX/dp376uTfJrWEbwP8B/Ap2iFz9dV1ZOTnNy3j01oxeBLaeMIXkj7nR4PfBY4MslnunEPuwK7JXk18EvgyVV1VZezDbCwqn411W+TZKPuWXcG/gV8pDt1D1oH8gt6hd0kBwIHc914i627TuICLgfWA35SVQdV1c+SjCV5A3AL4M/AN5M8qLfHPr8AdumyD0ryHGB5d83DkpwBbNj9tpf3X1hVRwFH9b4v2XxRjY6dPdUjrxEzzZzrufMmc3R0gkM3PLa2zJyfmYPKNdNMM+dm5qByzTTTzLmZOahcM800c25mDip3PmdOZp29UA24PfA7rivujreSVrh9Aa3D9420Oa/QZtD+cRr3uKK/sNtTVV+jFWIvBP4P2IlW4N0uyWnA/ZIc3y1/AHAmrRv1k7SC6ROr6te0rt9daS9ZA3grsBttjMHVwNK+2/4vret2VY7t9nRXYF9atzDA/sA+VXV633McW1U7daMYnk7rgn4P8Laq2qWq7ldVB/VlHwLcC/hO97ucQivgjv99fkf7fXvdwetzXeH/5O6edx9f2JUkSZIkSZI0e9ZJ526SANvROmt3pxV3Nxi3bAQ4nFYs3Qi4NfCmJDcFNqiqvydZb5L8xbSu3qkcDpwIPIE2quBYYElVfT7JZ4EDAarq5CRvpr1gbAR4FG3273q0Au7Kqnpal3lyVa3s9vBj2iiEnpfQRh2syvO6de8C7gfcAXgVcGhVTTUm4fHAl2kvS5vMZrQu6N2S3I427uKJU22mmzUsSZIkSZIkaY5bJ8VdWkH3V1V1TTf2YKLi7iOA/6R1725CK6ouAm4JfKVbs5j24rRrJdmb1uX76nHH7wbQjSe4KbAnrZN1B9rIgZ8Dj0ry5e6e/eMetqIVZ+9F6/Y9D3gwbXzCH7r8TYDvJNmJVvR9NG02cM8daaMMzpnqh6mqC7q8s4AfV9U/Wi382ue4OXDrqjqz79j2tC7hHWjF6v71d66qXyZZH/go8D/d/j5YVbsDb5piO3vSfuMpR0lIkiRJkiRJmn0DL+4mGaEVXl/fvdzstrTi6hLgpCRX0zpkPw+cVFVjSc6pqt26ObrfAfZMckvgPrS5tNA6XB8LfLf7eyHwP0kWdN20BwP/BH4GvAz4UFdcDq3YvHuX81BaMfeJtG5eGFdAHqcAquqSJG+nzQi+HDixqj7Rt+7JtFm3n5zGb/QMYEdg7+7QNbTu5d7+dgcO6NbeG/gc8JSq+leSse4+vRewnQLcijZ24vNV9eXuXG9u782AewNXjNvGJt3v8HbgQRPscQGQSV7sJkmSJEmSJGkdWxedu7vQ5taeTHtR2X1oIwV2BPauqjOTvKKq+jtne129bwTeW1W/TvJaYA/g0O7cSbRi8MlwbRH558CZXefrP4D9u2LurYDXAHQdsLt019wUOB44tqqOTXJrWjF2CW3O70a0WcBXATeldfJulOS7wLOq6j20mbc3UFX7TOfH6V54tg3w6N6IB9os3Vd35y6hvdSNJM/uPu9fVad2a78JHJtkP1rh+Y3d8QOq6qK+/Xy7+7gJrfD8X+O2sjtwUJd/e/peeNfNJV5Ie9nb26fzXJIkSZIkSZIGa+DF3ar6VpI9uhd6Pbfv1FP71rxq3DVbdx+fSDcuoapeNm7NyeO+j3Hdi87GWzrRwaq6OMlLgZ903/9Ee9naunQ4cFm3/96+TqYVw8c7HvhwVV3at/Y3wM7jF/YXdscd/wOtuD7ei7uu3OMnOCdJkiRJkiRpjlknM3eravwIgOlet3LVq9ZOVZ096Hus4v6XrnrVtWv/OcB9OG5BkiRJkiRJGiLr6oVqmi8WbwFLz5/ZzGXLYHTUTDPnbu58zpQkSZIkSbNmZLY3IEmSJEmSJElafRZ3JUmSJEmSJGkIWdyVJEmSJEmSpCFkcVeSJEmSJOn/s3ffYZKVZfrHv/cwDEMUFhwVFVlMqChGRETFSDCtrGFlDazZNaOL6LqKEUyYUFBXFzO7mNeEcUBEYBFBEBP+VFTEEXFEFBhgnt8f5zQURXUz3ecUUzXz/VxXX1116tRd76nqp7v66bffI0lTyOauJEmSJEmSJE0hm7uSJEmSJEmSNIVs7kqSJEmSJEnSFLK5K0mSJEmSJElTyOauJEmSJEmSJE0hm7uSJEmSJEmSNIUWr+0BaB1z2QXw8fSbuWhnWH2GmWZObq6Z/eXtV/1lSZIkSZK0jnPmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyudtRko2TbLGG+74mydJxj0mSJEmSJEnSus/m7jwk2TLJ6UkWJdmibdQ+B3hlkqVJNkuyJMkPk5yU5PtJPjoQsRq4zRz5S5JclGR5kpVJjk9yfpK7dhjzVkk+2I4tSY5IcodZ9l2a5D1Jbtpef2OS3Rb62JIkSZIkSZLGx+bu/FwKrARuDPwP8ElgT2DH9vKngPsDv6+qXYFHAauSHJ3kq8CuwJuSfDXJ4wHaBu4JSX4DXAmcXVV7AKcDDwG+0m6/SpKfJHnqdQ02yd7AN4ELq+riqirgZODtbeN204F9dwWOAzYGft9uPhl4cZL/TLL1fJ8sSZIkSZIkSeOzeG0PYFok2Q94AU0j94XA8cChNA3RVwC/AB7cfh5smgc4ArgFcB7Nc745cFp7+8ZVdY8k36iqK5OMevgrh67/uf2Ya7y3AvYD9gFeluSDwK+AmwB7Ay9uj+V7SbYCXgT8M01D+nNJvgg8AHgi8E80jekvzvWYkiRJkiRJkq4/NnfXUFV9PMmnga9U1YFJngO8DNgEeAfwUeCxwKeBc5OcRdPk/RjwU+ADwP2AewD/SjMrF5qlGgBqrocfun4R19HcrapzgCe2s3NPacd6T+Ao4JbAm9qZvFTVn4DHJVkC/IymKfyc9lhuDXyoqoYbzAAkOQA4YOb65pssZsWineca2rytXLRDr3lmrr+Z48o1s0crVrBy5cp+M8HMKcgcV66ZZpo5mZnjyjXTTDMnM3NcuWaaaeZkZo4rd33OnIvN3flZDGyf5P3At2hm324D/A04CVjVfryEZsbs0qo6MskXgKdV1W+B3ya5L83s3zdz7cbtLZK8HbhVe/suNLN/B/2ZZnmIkZJsALwduCNwBU2D+S7t5YcBBwO7Jvkd8EDgIGA3YAnN0hK7V9Vfk+xBM1t59ySXAQ+pqt8NPlZVHQYcNnN9262X1LLVZ8w2tAUz08xJzzWzr7Bl7adl/WVeFW3mpGeOK9dMM82czMxx5ZppppmTmTmuXDPNNHMyM8eVuz5nzsY1d9dQkn1o1q/9E80s3BcCewCPA7ajWXphE5pZr59q7/bSJK8B9qU56doGSQ4B/o+m+QrXbtyeS9NsvRXwb8Ah7WMOmnNZhnaW7X8B76Q5gdtTge/RLBlxIHC39vEfWVWXAMcA/0GzTMNjgeVJzgdeRzPT+IvAA4cbu5IkSZIkSZLWHmfurrkTaU6e9hmaZQ4eDlwCfJ2mAfoq4BdVVUme3N7njVV1JECSHwGPBh4JvL6qLp8JTnICsFN7tarq0oHH/ciIsRwMzNlorarT2iUZPlhVB7ezcHevqtcl2Z9mrd8/tPueleTmwJerav8k2wOvqKqntffbu6pWXNcTJEmSJEmSJOn6Y3N3DVXVyiRL26uPpVln9m/AFsDW7bbFSZYP3O2mSR5dVZ+kmYF7NvCWqrp4YJ8NquqeSf6zXU7hGtp1cJdW1UUDmzekmSU857q7NEs+PCnJ7sAGwKK2WXsT4MgR+z4kyddpZhMvaS9vBSxHkiRJkiRJ0kSxuTs/mwBU1dHA0QBJdgMeWlX/3l6/L/AsmiUvfgRcnORGNEscfIPmxGXHVdVxbeZn28yntffffOgxd6JpxO4ysO0bNLN3j7qO8RZwTFW9dHBjkq2B2yR5YVW9fWDfb1fV44b23Ry4WZJDqupl1/F4kiRJkiRJkq4nNnfnZznXXiZhMc1M2hk/A+5ZVT8HSHIgTXP2wKr6nyR3At6R5AdV9YKqet1Q3vFJTgVmZvf+PfC2wR2qavs1HO+PgCOS3AdYPXTbVsDhA9d/T9PEPYnmxGuDtgA+v4aPKUmSJEmSJOl6YHN3HqrqTiO2HQ8cP3B9eC3cI4B3tScuo6p+ANw/yUazPMazexzvhcC1xjzLvlcA9+7rsSVJkiRJkiSNl83dMauqv8yy/bLreyySJEmSJEmS1h02d9WvjbaB/c7rN3PFCli2zEwzJzfXzH4zJUmSJEnSGlm0tgcgSZIkSZIkSZo/m7uSJEmSJEmSNIVs7kqSJEmSJEnSFLK5K0mSJEmSJElTyOauJEmSJEmSJE0hm7uSJEmSJEmSNIVs7kqSJEmSJEnSFLK5K0mSJEmSJElTyOauJEmSJEmSJE0hm7uSJEmSJEmSNIUWr+0BaB1z2QXw8fSbuWhnWH2GmWZObq6ZZs5lv+r3cSVJkiRJajlzV5IkSZIkSZKmkM1dSZIkSZIkSZpCNnclSZIkSZIkaQqtleZukq1n2b546HpmtiXZJMmdro/xrcuSLE1yg7U9DkmSJEmSJEndXO/N3SQ3B05OMuqxP5zkL0lOSPJr4Ezg6e1tLwVeMktmknwgybaz3P61JP/X5p6Q5KQk3xm4ffck7+t2ZNd6zDcnOSPJ8qGPlcPjTLIoyTZJdmzH8g9JXpTkg0neNOJYT0yyZGDb8iQ3HtrvIUke1WbtMnDTTsC7r2Ps90ny3YUfvSRJkiRJkqRxW3zdu3ST5F40zcRLgQKWAlsBpyf5C02DeVPgVVW1X5KTqmr3JIcCX6mq5UnuCjwW2GX0o/By4IbA25I8oaouH7p9FfCYqvpl21T+O+CTSZ4A3B74dLtPny6b47bhx/oasBnwB+AC4Dzg18AxwK+G9t0eWFlVqwCS3JLmOb04yWbA5VU1+Ng3BfZOcjPgRcAmwLIkxwE/rKp/HTG+S0eMUZIkSZIkSdIEGXtzt6q+284c/VfgM8AxVbV1ki/QzMa9aVV9dbb7J/l74H+Ax1fVX0bc/lRgZ+AfgMcBX03ylKr6xeAwgPsluQVNM3dZu/1aTcwkzwSeT9NoBXhaVZ0z3+OmeW6PBc4e2n4Q137eNwAeV1W/nCswyXOA5zUXcwbwPuDGNM3xrwAbAz8G/hn4IbAPcAZN4/vz7ba30zSQP9F+jFLthyRJkiRJkqQJNfbmbuvlNE3VY4a2bwK8Nsmdq+pN177bVfu8GDgnybeAx1bVH5JsDLwOuDnwz1W1GvhEkhXAcUk+Bbyvqn7U5vwIOJymsXkAcP9ZHu8+NI3WsxZ0pFd7L82s2WFPA/40tG1D4NNJRs2W3QD4f1X1OJom7qFVdVSS/YHb0jS171ZVf0uyE1cvXXEzmufmQmAF8GCa5/ElwFnAgcBTgCOSbAisrqorRx1IkgBLgFVVVUO3HUDzfAKw+SaLWbFo51ExC7Zy0Q695pm5/maOK9dMM+e0YsWaZ65cucDRTH/muHLNNNPMycwcV66ZZpo5mZnjyjXTTDMnM3Ncuetz5lyuj2UZtgV2Bx4JbM3V6/wuoZk5uyfNEgknAu8AbpPkJJrG5COAjwFvBD4HfLNt7G4FnAB8hGaphuOS7Aj8nGYm7oeAS4DHA69sH28F8FngATQN3tnsDrwryZbAt4EXzDQ0k9wOuHRoVvDw8S4BvgvcBPgpTUP2BjRLLcxYmuRjVfWu9vqmwAOr6o9zjAtg9dD1GwCHAA8H/pumSTyzJMM27WPeiGYW8v1oXu+3D9x/cZJT2/s/JslMc3cpcJMkgw3uDYGHAT8bHEBVHQYcNnN9262X1LLVZ1zHYcyfmWZOeq6ZZs6+07Lr3ucau89v/3Upc1y5Zppp5mRmjivXTDPNnMzMceWaaaaZk5k5rtz1OXM218eyDOcleQXwLZoG4e2TnECzlMJHgG9X1YPa2aH3Ao6vql3bNXdnljX4PHBmVb22zfxTkrsDVwJvrKpql3l4bruu7gZAquqKgaFsAOxN0/S95aixJlkMHFBVn25ns34Z2KMdO+14fww8YY7jXQXcLcnJwCdp1si9nKahPNN4/V5VDZ6w7AbAorapPeyPVfXQgev/keRZNEstHEGztMKZ7QniNqJpmEPT1H0izVINlwH/CLxsoFG9P02z+HtV9X9c3QSnfW7fUlV7zHackiRJkiRJktauRde9Sy9OpVnu4CfAP1bV7sAd2tsOA2ibjuGas1ML+BfgS1X10iT/luTx7f6X0MxWPaFtFu8GHNNePpFrN2BfBXwKeDPNTFVoZg9vcNWDNc3gL7WXLwfOBG43kLF/m7MmVrXH/aP2mO4CnA/sQNN4BSDJDYCZ+dqXVtWugx/A3w/lvrbdPtPovhx4f/s8LaVpXlNVH6yqe1fVXYHfAX8FLkxySpK3tVmr2+UsJEmSJEmSJE2Z62XN3baBuLo9+dlHk+xGswbsk4aWONgD+P7QfQ9N4zU0Sws8auDmFwKvq6onzszcpVmj9w1VddTQMA4BflJVq5N8n2b5hW8AJwF/B9Au7fDeJA+iaZTuBRw9kHFHmjVsf74Gh70VcCiwBU3D+HCaJSG2AwZPIPdA4DRmP4HZmjRf30MzO3hv4M/tLOh30ry+p9HM3r2I5rn9V5q1diVJkiRJkiRNseuluZtkU2BH4N7A5jSzUTcAHp/kDsBvgB8ALwVe3d5tg+auuRVNY/Rc4MHtsgcAVNWvkixJsu/Aw70SeBfXtAS4pG3s/l17+5+q6vdJ7krT8PxdVf04yXKapRf+Cry7qk4eyHlxe9ux13G8e9E8t6cAy2ga2e+maV5fTjNDmXbph5cBr2m33aWdeTxos4HLi7jmsgzvbZ+HS9q82wEXtstUvKSqLmu3P7q97yLgSJrlIobHvAS4ctRJ1drbrnCWryRJkiRJkjQ5ro8Tqm0DfAU4C/ga8OiquijJUuChNLNZbwk8E/hBVR3X3vW7NMsJPB04qqqOHsp9GfAYmnV8D6Q5Adv/tFm3SPJW4M1V9THggDaLqrowyTuA09uoP9Ks6fvV9vZXMcvSC1V19zU87CtploU4E9iVZhmIFwMfBs4B3t+O7wfAW4Ev0CzV8P3hdW6TnDtw9U/Ai6rq80keTHPSNJLsSnPiuV8D/9SO9bJ2yYe3Alu2Tds92v1vTzPb920D2R8C7jxwUjUGTqi2Ic2yDyeu4fFLkiRJkiRJGrPr44RqFwDXaopW1aU0a+B+amDzCwdu/3R78aWz5B5Cs9TCmozhrKHrJw1c/hXwqzXJWVNV9bWBq8e1H4MGT5x2NECSFcC+Q/tRVdsNXH7/LI9xCrBju/7u4H3/nOQI4KdDsf8PeAnwvYF9Hz/HIUmSJEmSJEmaMNfLsgy6bu2SBxd2uO/IJROq6nsjtl1Kc7I3SZIkSZIkSVPK5q76tdE2sN95/WauWAHLlplp5uTmmmmmJEmSJElrwaK1PQBJkiRJkiRJ0vzZ3JUkSZIkSZKkKWRzV5IkSZIkSZKmkM1dSZIkSZIkSZpCNnclSZIkSZIkaQrZ3JUkSZIkSZKkKWRzV5IkSZIkSZKmkM1dSZIkSZIkSZpCNnclSZIkSZIkaQrZ3JUkSZIkSZKkKbR4bQ9A65jLLoCPp9/MRTvD6jPMNHNyc800c21k7lf9PrYkSZIkaeo4c1eSJEmSJEmSppDNXUmSJEmSJEmaQjZ3JUmSJEmSJGkK2dydQkk2XdtjkCRJkiRJkrR22dwdgzQ2uI59NkiyYZI3JblBkiVJvpBkcXv7y5M8e8T9NgTOTnKD9vrjk7wqyY5JHjy076uTPL29vDjJ1kl2TrJfkncludnAvhsn+W6SZe34Fyd5bpIX9PCUSJIkSZIkSerZ4rU9gHXUnYAjk1zWXt8ZOGPgMzSN9X8DzgbeCTwV+ASwTZILgH2A05P8O/CHqnpfe79HAF+vqj8P5CwFLgGOSHLHqrqkve2WwOfay/8JLAN2Ad4FnAZsDk0zGjgc2AD4OXBKe/tjgN8neTLwF+ARA48rSZIkSZIkaS2yuTsGVXUGcK+Z60m+XlUPmvk8tPvJSb4JnA5sBjyDprEK8FGa1+jSNifAQcDLBx8OWFVVv0ryUmBxu9+7gfsCFybZo6r2bzNOqqpXD43h+cCFVbVLkg8ABwJHAo8GzgUOqqoDOjwlkiRJkiRJknpmc3dM2iUS3gxcDOyU5ISBz0uBtwDfAw5uPw4C7l5VByf5EPArmuYqwNHt53+hmRV88yQ/BC4HtgI2SvLIdp/nVtX9kxwJ7AR8CHg1cNhsY62qdyT5pyTL202fAe4J3HDgeDasqstHHOcBwFWN3803WcyKRTtf9xM0DysX7dBrnpnrb+a4cs00c61krlixZpkrVy5wNNdv5rhyzTTTzMnMHFeumWaaOZmZ48o100wzJzNzXLnrc+ZcbO6Oz4bAZ4HXA5+pqocNzOB9ArC0qn6W5D00TdwfAU9K8kzgoTTLNWwFfBF4X5JbAc8DPg78ArhLVa1Kchhwh6raE5q1ddvH/3vg6zRLLfwiySeBLWgazF+nWc7h1Ko6sN3/VsBRVXXU8IEk+SxwxaiDrKrDGGgcb7v1klq2+oxRu3ZippmTnmummdd75rJla545j33XZua4cs0008zJzBxXrplmmjmZmePKNdNMMyczc1y563PmbGzujs/q9vP9gO/Psd/JVfWdJE8E3gTsSrMMw5XAK4BDaZq5BTyOZgmFqqpV7f3vDixLsnFVXVJVM03YhwP/DdwNOLOqnpdkKbASeFNVfXVoHFsAL06y/yzjXEwzU1iSJEmSJEnSBFi0tgewjtuEZsmFD7bXL0hyEs3J0mbsleRVwDbABe22HYBjgYcBLwHeX1VXVNVPB8OT3JJmiYeP0JyQbdDRNDN9/42rT+K2N80yDU8aMda7AyuAzwPnAN9sPx8PfAd4ypoetCRJkiRJkqTxs7k7XlcAL66qX7TXnwjsS7NcwowH0zRP70mzNAPAOVX1AOB/gQNnToY2whtp1vU9EnhukhvP3FBVX6dZ1/c84N1JlgEvA14LbJjkfjP7JtkR2Br4czu+BwGPaD8/nKbJfNX6u5IkSZIkSZLWPpdlGJ8A+wG7JRm+7UbAm5Isolm24WCaJu3ZNA33miN3EZAkrwU2rKpjaDa8Hvh8kkfRNHSfDDyHZrbuDYFPA4dX1W+SvAT4WpJnAN8GDm8/9qJp5L6QZr3gf6BpRC+lWS5CkiRJkiRJ0oRw5u74bERzgrI9hj9oTrK2Ec2s3Z8DBwHvBZ4N3AT4dZKn0Szf8Puh3A2B2wG7AE+Y2VhVH6FZiuEpVVU0Ddl9gL8AHwX+s6o+3O77a5rG83+0+72NZumIjdq4s4A/Aae1n18D/Lifp0WSJEmSJElSH5y5Oz7/C3xp1A1V9dGZy0lOpjlR2d/apux72u3Lga9X1S+H7vv09uJ7RuQeNnD5yIHHuEdVrR7a9zSa5jLAF9vPD2s/f7L9/Kv2/rsP31+SJEmSJEnS2mVzd0yq6krgyjXYb+Us28/pcSydGrM2diVJkiRJkqTJY3NX/dpoG9jvvH4zV6yAZcvMNHNyc800c5IzJUmSJEnrLNfclSRJkiRJkqQpZHNXkiRJkiRJkqaQzV1JkiRJkiRJmkI2dyVJkiRJkiRpCtnclSRJkiRJkqQpZHNXkiRJkiRJkqaQzV1JkiRJkiRJmkI2dyVJkiRJkiRpCtnclSRJkiRJkqQpZHNXkiRJkiRJkqbQ4rU9AK1jLrsAPp5+MxftDKvPMNPMyc0108x1KXO/6vfxJUmSJElj48xdSZIkSZIkSZpCNnclSZIkSZIkaQrZ3JUkSZIkSZKkKWRzd0IluXWSbXvOvHOSW85x++IkGyTpedFcSZIkSZIkSX2zuTu59gUeOdcOSd6f5DYjtm+UZNskN05y83bbBsDbgFePat4muSFwFvAM4Hl9HIAkSZIkSZKk8bG5u5YluWOSE5OcnuQ7Sd7Z3nQlcOl13P0mjH4NtwfeAJwOvKbd9krgUOATwLuSbDR0n8cA/wv8Fbi4HdsWSXZqP24+z0OTJEmSJEmSNEaL1/YA1ndVdSawW5KjgKOAnyc5FbghcEWSZ7a7PhXYHDiSq5u+twWOTnIpzWt5alU9q6p+kuRpwHLgKUkOpJkFfH+ggCuAU5K8v6oOT7IhcABwCE0TeFWSFwMHAy8CfgwsBfYb2xMhSZIkSZIkaV5s7k6e3wC7AgcBP6qqTyX5HHB5VZ0E3HlmxyRfAZ5XVT+bI283YEfgnjRN3dXAhsAtgLu0+7wQ2Bb4Dk2D9wLgZTSzeL8KHN2O51qSHEDTGAZg800Ws2LRzvM85LmtXLRDr3lmrr+Z48o108x1KnPFiuvOXLlygaO5/nPNNNPMycwcV66ZZpo5mZnjyjXTTDMnM3Ncuetz5lxs7k6YqiqaGbvLaGbeAmwJrEyyFFhVVavb7RvSNGwBaGfgFs0M348BtwMeD/wR+GK7237A34CXAAe0a+0+ot0fYBOunhk88zhzjfcw4LCZ69tuvaSWrT5jHke8Zsw0c9JzzTRznclctmwNd1uz/eZrHLlmmmnmZGaOK9dMM82czMxx5ZppppmTmTk/e1TvAAAgAElEQVSu3PU5czauuTu57gL8sr28JbASOAk4rV2f93SaZRaOH7j+fzTN24tp1to9F3gvcEfgmcBlwD2ANwM7A3+rqj+0OZe1j3Uzmpm7kiRJkiRJkiaYM3cnQJJNga2AJyZ5EU0jduuq+k27y6ZVtYprLsmwJ3AEzdIJ966qvw5lngr8tarOTALNcgt3omniXglXzRKmqq5o9wG4Dc3SEJIkSZIkSZImmDN317IkewNnA+cD/0tz4rS30jRjZyweus8daBq7jwI+ARyX5KYj4rdMciiwBPgm8HsgI/absQFwi6r6/cKORpIkSZIkSdL1xZm7a9+xVXULgCQbAK8FNqqqjyR5KPBw4Mft7TcAngU8GXhKVZ0BnJHkQprlGg4GPgDcEjgS+B7wKZoZv38EVgEb0TR7a2gci4CHAScm2Z5m7d1FwP7APsCP+j90SZIkSZIkSQtlc3ctGzg5GsA2wKbAP7fXzwOOB/4tya2BbwAfBe5VVX8eyDgyyfdpGrq3Bg4CHlNVK+CqE62dSTNz90vAJcDw6dM3pFm24TXAM4Cjgd8Bz6dZ63evng5ZkiRJkiRJUg9s7k6QdjmEFwxc/z7w/fbqX5LsUFVXzHLfk5PcFVhcVZcDKwZue2B78VEASZZX1TeG7v/0gasvH7g88/gfXsAhSZIkSZIkSRoTm7tTZLbG7sDtBVy+BjlX9jYoSZIkSZIkSWuFzV31a6NtYL/z+s1csQKWLTPTzMnNNdPM9S1TkiRJkjQRFq3tAUiSJEmSJEmS5s/mriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNocVrewBax1x2AXw8/WYu2hlWn2GmmZOba6aZZk5urplm9mG/6i9LkiRJ6pEzdyVJkiRJkiRpCtnclSRJkiRJkqQpZHNXkiRJkiRJkqaQzV1JkiRJkiRJmkI2d9eSJBsk2XCO27dJsuc8M5cm8TWVJEmSJEmS1gM2AjtK8sQkmw98bJbk0CSPaC9vmWSjEXd9A/CMOaJvfx23zzz+Lkl2bRvFzwdekGTj9rbvJNl6aP+XJXlmkk2S3CXJTkmOSfL0JHdMcvs1P3pJkiRJkiRJa8vitT2AdcB2wIHAOcAdgNXAbu323Wie4w8luQ3wSuBP7f02BpYmeQxNk32jqrrnQO6NgF2TnDDiMTcFDqqqY4HfA18ClgO3An4NfLOd9bu6qv6YZElVrWrv+2dgFbA1sBdwCXBjYGdgc+Ai4OxOz4gkSZIkSZKksbO5291/AlsBVwJPb7fdvN22HXBhVZ2ZZCfgU1X1miSvBr5cVScleV67z8eGcrcDXlNV772Ox/8tcF/gicDNgIuBS4EHANsk+QVwIXC3JAcDN6VpDt8GuBOwYftYG9HMFv4YQJL7A69t9z0NeHpVrR5+8CQHAAfMXN98k8WsWLTzdQx5flYu2qHXPDPX38xx5ZppppmTm2ummb1YsYKVK1f2mwnrdea4cs0008zJzBxXrplmmjmZmePKXZ8z52Jzt4Mkt6Zp5P6Wpkl6TlXtn+QVwAlVtTzJzCzYRcBWSY4Htgf2TnJhe/nKJM8CHjgww3Z74ItrMIxjgf9o878AfAt4J/AE4OHAUwZydgO+RjNbdynww/byn4HzgT8Ct06yHfBmYN+qOjfJ0cCewJeHH7yqDgMOm7m+7dZLatnqM9Zg2PNjppmTnmummWZObq6ZZnYPW9Z+WtZf5lXR62/muHLNNNPMycwcV66ZZpo5mZnjyl2fM2djc7ebHWiaqJcA7wH2SrIcuAXw6CQrgS3afRcD51fVfZO8h6Yp+x3gX4FfV9V/DWXfFHhD2ygetglwn6r6K/AvwOtpGrgvpJlF+zPgYcARwK2BnyUJzQzcvwCXVtXhSV4P3K/NvGH7+cVtQ/d84I5J/toe588W9AxJkiRJkiRJGgubux1U1bFJLgMeXVWnAzdO8kbglsBngROr6qvt7ptw9Xq7JwJ7tx/QzLYdzt53tsdNcm7b2KVtxH6WZpmFc2lmEJ8GfLrNv1FVrWjvelA7Q3jGjsA7gN+115/XjhPgo8C+wD2AH9Cs5StJkiRJkiRpQtjc7VGS59LMlH0/8FPgVUnuUFVvozlp2SlJ/hu4M01D9VKamb3bJ9lnZk3bJBsBq6qqhvKXAEtollGY2bYD8PiqenSS7wF/bcdwKPAj4CtzDPly4C40M40BbgJUks2A51fVbu1jPAt4LvDWhT0zkiRJkiRJkvq2aG0PYB2xQZIXAfcBHk/zvF4APAi4XZJlwB2A/1dVjwOeTTMT9lE0jdqXDp2s7DPAyUlOGvwATqI56dlvB/Y9EPhAkjvRLJ3wQJpZvAFW0TRw5/IAmiUcHkYz45h2/LdOsk2SxcDuQM1yf0mSJEmSJElrgc3dDtqZtM+iOWnZVsBBVXUZzWzZn1XVJcDzgY1pmrs/BqiqbwJ/A34BfLOqrnHGj6rap6p2qapdhz7u2j7Ob9rHvxHwYOB04IPAm4CjgbOBY4D3AndN8oSB+MU0jV9oXv8nVNWDqupBwMfbx78IeANwBrAS2Br4QB/PmSRJkiRJkqR+2NztZl+adXR3AFYARyb5AU1T9dgk5wF/BP6LZg3bxyb5dJKv0szsfQZwmyTfTXJqksfM9kBJbpXkfcC7ga8BVNXvgZ2B1cBrq+o04EU0M3+/UVXvAB4D3DvJzGu9MVcvx7HRQP4tgEfSrNtLVb2tqm5aVZtV1d5VddVSEJIkSZIkSZLWPtfc7aCqjk7y3+3auIe3H7NKsgVwbFWtHNj8+fa2zYAr5rj7L2iaum+qqnMGxnAxcDHwufb6ubQN2vb6CpplIGauv3ng8iMHLv+KZskHSZIkSZIkSVPA5m5Hwyc9u459L5rjtouv475X0iy1MNk22gb2O6/fzBUrYNkyM82c3FwzzTRzcnPNNFOSJElah7ksgyRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFFq/tAWgdc9kF8PH0m7loZ1h9hplmTm6umWaaObm5Zppp5mRmjivXTDPNnMzMceWaaaaZk5k5rtwH/b7fvHWEM3clSZIkSZIkaQrZ3JUkSZIkSZKkKWRzV5IkSZIkSZKmkM3ddVQam89j363GPSZJkiRJkiRJ/bG5u45Ism2SkwY2bQGclmSrJA8d2O9ZSbZOsm+SfdrNDwLee32OV5IkSZIkSVI3i9f2ANSbK4DLB65fBFwKrAJel+TXVfUD4ALgm+3t+yY5nubr4MZJTgB+WFXPvH6HLkmSJEmSJGm+nLm77ijgTklOSPIDYGOaxu6lwHOAnZJs1u67DPhAVf0B2K6qdquqHYB/AHacCUxySJt3SpKnXa9HI0mSJEmSJGlOztxdt/ysqnZPshfwVmA74G3AecA5wN2ARwOPBZ4BHAVs0c7Yhebr4VKAJHcFNmnzNgN+k+QDVVWDD5jkAOCAmeubb7KYFYt27vWgVi7aodc8M9ffzHHlmmmmmZOba6aZZk5m5rhyzTTTzMnMHFeumWaaOZmZ48pduXLleps5F5u764AkewKvBm7bNmqPqapnJ9kWeANN83WjqjoOOC7JHWgavQAXVtXubc42wCcBquo04LR2n62BC4Ybu+1+hwGHzVzfdusltWz1Gb0fo5lmTnqumWaaObm5Zppp5mRmjivXTDPNnMzMceWaaaaZk5k5ltwtt2TZsmX9ZsLUZM7GZRnWDX8HfKWqNgdeAdy83X4qsBfwEOAzAEmWAW8HVs/cN8mpSf4IfBb48WBwkgBHtrmSJEmSJEmSJoTN3XXDFUPXr2w/fwF4N/DGqvpbktsCnwNeCFc1bi8E7gn8EngwcFGSDQay3gCcU1VHj2/4kiRJkiRJkubL5u66YTHwtCQnAe/h6uU2HgEEOCvJVsBS4GlV9UOAmWUWqupKmkbwd4Cfttdn1tPdkbYZLEmSJEmSJGly2NxdN6wEDq6qXYEnARcm+STNCdV2AT4IvJG2sZtkN5qTrEEzgfe1wJfbnDsluU07y/ctwE2AbyRZnuSm1+9hSZIkSZIkSZqNJ1RbB1TVlwcun5pke+C3VXUUQJLnAP8IvC7JS4HnAI9OsiXN+ryrgFOAfYD/AO5XVe/H5r8kSZIkSZI0sWzuroOq6pND10+had6S5EjgsKq6vL1+u6r6ebvrpcC/X59jlSRJkiRJkrQwNnfXM1X156HrP59tX0mSJEmSJEmTy+au+rXRNrDfede933ysWAHLlplp5uTmmmmmmZOba6aZZk5m5rhyzTTTzMnMHFeumWaaOZmZ48pdsaLfvHWEa6pKkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJU8jmriRJkiRJkiRNIZu7kiRJkiRJkjSFbO5KkiRJkiRJ0hSyuStJkiRJkiRJUyhVtbbHoHVIkiuA83uO3Qy42EwzJzjXTDPNnNxcM800czIzx5VrpplmTmbmuHLNNNPMycwcV+76lHnDqtpoTXZc3PGBpGHnV9XN+gxM8hszzZzkXDPNNHNyc80008zJzBxXrplmmjmZmePKNdNMMyczc1y563PmXFyWQZIkSZIkSZKmkM1dSZIkSZIkSZpCNnfVt8PMNHOCM8eVa6aZZk5urplmmjmZmePKNdNMMyczc1y5Zppp5mRmjit3fc6clSdUkyRJkiRJkqQp5MxdSZIkSZIkSZpCNnclSZIkSZIkaQrZ3JV6kGTTJA9KstPaHou0LkhyhyQPTrLZ2h6LNM2sJU2Kcb1XGkfuqMyutXR9jdPMycrUNSX5+yR7Jfm7tT0WaZpZSxpmc1cTLcmGSb6UZI+e8jZL8vkkX03yf0nu0UPmxsDXgd2Atyd5fueBXjP/6CT795R1TpLl7cfr+shsc/dP8p89ZT11YIzLk/wtyU06Zm6e5HNJvpPk5CS362GcN0pyTJJvJfl6ktt2zezbqPpJ8oAkx/aVmeQx7XN6fJIjkqSHzKcAhwC7Aycn2bxr5sD2Oyb5yXzz5hjrM5P8cODr9VZ9jDXJxklOTXKbruNMssFQTZ2d5L1dx5nkn5KcmOTMhX4/GZH5pCTfTvLdJK9YSGbfZvu50aWWRmV2raVZMjvV0lw/MxdaS7OMs1MdzfEaLbiORmTes2sdzXLsnepolszOdZSem1yZ5b1SlzqaLbeHWhqV2bWWZn2v2KGWRo2zay3N9jp1qaXhzBf0UEujjr1rLY3KnLifSYMy8DtCkp2SfL+vzCT3S3JSkm8k+WSSpT1kPgT4IHB34MQkt+iaOXD9Jkn+uNC8oXHumeTnA1+ju/cxzjS+luS+PY3zmIExntble+lQ7v2TnJDk+0k+kGTBPaOBzL3bcZ6Q5PAkG3QZa18y4nfjrrU0nNlHLY3I7FxLo4693b7gWhoxzs61NMtr1KmWRoyzcy2NyOytjtZYVfnhR+cP4PXAacCXgBv2lLkE+ApwFrBHT5nPBh7fXn4wcGwPmfcEHt5eviPwtR6f18cCfwP27yHrVsAnx/Da7wCcCWwxhux7AR/rIee5wCvby3sB/91D5vuBJ7WX9wS+0TFvw7Z+9miv3wY4BTgReOYC8q5VP8CjgW8Cyxc4xmtkAkuBzwEbt7d/B7hXD+M8GFjcXv4UcO+umQPP8YnAL/s4/nbbR4GdOrzus431PcAL+swcuP1/gTv0cOy/GnjtvwvcruPX0/bt95IlNH98PgG4zzzyNgM+D3wV+D/gHl3rqM291s+NHmppVGbXWhqV2bWWRv7M7FJLs4yzax3NNs4udTTn+4UF1tGoY+9aR6MyF1xHbc7G7VheSdPsen7XWmLEe6WudTRHbtdaGpXZtZZGvlfsWEujxtm1lmYbZ5damvN98gJradSxd62lUZmdamko/2hgf+CGwLfbvNd0yLvqdwSaPzp8aSFfR3NkfhrYut3+MdrvMx0zXwJs2W5/K/DPXTOHvo4u7enYXwc8rMtzOWqcwIHA2/rMHNh+JLBnT8d/KrDdwNft3h0znwucA2zVbv8E8MQF5J0DLG8/Xte1lhjxu3HXWpols1MtzZLZqZZGZQ7ctqBammWcnWpptnF2qaW5jr29fd61NMux91JH8/lw5q46S7I3zV+57w68habR25en0RRGL6rqiKr6RHv1xsB5PWSeXFX/m2bm5r8DH+maCZDkxsC/AUf0kQfcF7hrmtmr300/s5YX0fwi8UPgSen/30IOAQ7qIed84LZJNqVp+JzdQ+YdgZPby78EtlxoUJIlND9ItxvY/BGaY7838Jgk242673UYrp/vAU9Z6DiHM6vq0qp6ZFVd0v4Ffmua57rTOKvqYGCjJP8IbNuOu1Nm62Dg4wvImit3d+Bd7V9l35nMf+bycGb7PfWxwNIk9+9pnDPZDwF+U1U/7CHzQmDHJDcDtmBh308HM3cEzqqqVVW1Gvg186urJwKfqKqHAC+neUPZuY5m+bnRqZZGZXatpVkyD6ZDLc3xM/NgFlhLs2R2qqNRmV3raK73Cwuto1kyO9XRiMzb0K2OAO4EvKGqXgO8CHg4HWtplvdKnX8mjcrtoZZGZR5Mt1qa7b3iwSy8lkZldq2la2X2UEuzvk/uUEujMrvW0qjMrrUEQJLHAo9orx4O/FdV7Q5sn2S3BeQN/45wLk2dLthwZlXtW1Uzs/cW9DvTiMy3AH9LsifN1+rXu2a2254O/ISFvQcdlXlf4KB2Bt/Hk2zUNTPJzsArgAuTPLKncc5svx1ws6pa6H8TDeeeD9wxydY0k3h+1jHzCuAPVfWn9uZfMs9aSvNfCKdX1R7txyvoXkujfjfuWkvXyuyhlkZldq2lkX2BjrU0KrNrLV0rs4damrUn0qGWRmV2rqP5srmrPuxJM7tyNfAtmtmWnbVvpn7TR9awJDekeePW29IENM/D7YAVPeUdSfNL1V96yjsDeEhV3Zum8fGWHjL/meb7yIE0Dd7lff3LQZIHAj+tql/3EPdtYBPgecBdaGbddPVR4FVp/h3ksPZ6F1c1uZJsCdy0qr5ZzZ/7jgXm9QvVqPqpql90GeB11OSBwLfm+xhzZG4LPI6mnqprZpJ7AncG3j2frLlykywGDqiq+wO7ALenmYHaaaw0b1YPAD4EPCPJk3rInHEQcOh88ubI/CjwZJoZGV8CLuqY+R3gdkn+Ic2/MN6LZubUmuaNapx1qqNBgz83utbSqMyBzQuqpTkyF1xLozL7qKWhzEPpWEejxknHOpolc8aC6miWzE51NCLzH+hQRzBrk6uvWrrqvVJfdTScO7CtUy2NyOxcS4OZfdXSQOaF9FRLXPPYe6klRr9GnWppKLOXWhrI/BMdawlGNs4eSDNzEZo/7D94AWO8xu8IVXVuVV25gJxZM2ckeTywqqqO6ylzS5o6ugxY1TUzyd/TzDb99wVkzTbOd9DUzt3aMe7XQ+ZhwBvb7fdN8soeMme8HHjDAvJmy/0osC/N700/oPnDRpfMVcCVaZZn2Bd4AvDJeeaNap51raVr/W7cQy3N+vt2h1qaLbNLLV0rs4daGjXOrrU0KrNrLc3VE1loLY3K7KOO5sXmrvqwOc1fuWjf9G+6docztzSzJP8b+I+q+nlfuVX1TuAxNN9sOknyVOBHVXVC54Fd7YdVdU57+TSaN65d7QK8t/1B+C3gUpp/S+jD8+lv1vKbgYOr6lCaNxRdZ29SVYfTvNYPpJkp9Z4OWcNNrqtqqvVnoNO6w+OUZB+aGSkH9JVZVT+rqscCfwX26ZKVZh29twFPb79H9aKqrqD5BZKqupzm3zc71VX7190Nq+rDVXU+TVNlr65jbbPvDPylqn7VQ9Ytaf4t+YVVdRBwJc0bmAWrqr/QzD64Engp8NqqunQBY5tpch1FT3U0jp8bozK71tKozK61NJhJ0zDvXEtD4/wJPdTR0DhX0kMdzfIadaqjoXFCD3U0NM4z6KGOWjNNrqKnWurzvdJcuX38XBrO7OPn0kDmO+jp59JA5uvp6WfSQOab6eln0ojXqPPPpIHMY+jpZ9JA5uvop5aGG2eXVtUl7eV519I4fkeYLTPJXWkaFfNu6M+WWVUrquopNP9Kv3/HzEXAe4FnV9Vl8x3jHOP8YlVd0dbm95lnHc2SeTfgTVX1B+ADzLOO5niNltEsQXLifPLmyN0MeH5VPbWa/1g4leYPJl0yV9P8vnQ+8ELgqKr63TyHOqp51qmWGM/vxiMzu9TSbJldammWzE61NEtmp1qaJbNTLc2S2bWWhjPvSMc6Wgibu+rDRVyzobvF2hrIdUnzL3pH03yjOaanzOckeW179e9o/tLf1aOA+yRZTvPN+qAkj+qYeVT7rxvQ/JWvj+UuzgZuC1c1VG4O/LZraJu1Q1V1PjFEa1Pgru3l+/WUSftL9G7Av3b4QTjKcE1tDizk3/3HLsl9aP7C+ciBN1hd8jZIclb7AxZgK7rX1L1pvi99vK2pGyf5XMdMkuwIHJvmpGCb07y5WMgSElep5t+2VrU1AM3Y+/oj1P708IeN1iY0//66Sds8vycLn8l2laq6mOb1voDmRBHzMtQ4O50e6mhMPzeuldm1loYz+6ilEePsXEsjxtm5joYz+6ijOV73/VlgHY3I7FxHo8bZtY5mDDS5XkPHWhrTe6WRuT3U0nDmRT3U0nDmH+heS8OZN6J7LQ1n9lFLs732+7PwWhrOXEX3WrrWOHv4mTSqITc4K3AhP5fG8TvCqMyXAR8GHt02UfrI/GGuPqnxQr4PDGe+B7gF8M6BOlrefg0sNPOVwPfSnKxySXv7fH9nutaxA7/n6gkwC3lvN9vrvh/NHzcWajj3AOAeSbZJ8x9quzP/93ejjn8f4Kc0S+UsZAnHUQ25rrU0jt+Nr5XZfs13qaVRmSd0rKXhzLNolgfsUkujMk/tWEujXqOf0K2WZnvdu9TScObpwK071tH81ZgX9fVj3f+geeN/eHv5tjRvYvrMP4r+Tqj2DJrZpcvbj2N6yNyEZqH079CcGGReJ4VYg/yD6eeEaremeZN/JvBl4BY9ZC4F/gs4DvgR8OSejvlJwDt6fA7vTPON+2Ka9W4e1FPuY4EP9zjOq77Waf5CfZP28ieAx3XNbK9vT4eT14wY53nAjwdq6qE9ZD6y/Vo9geZf4DuPc2j7L3s8/lfTvKn4AfDcnjL3pFlK5CSaNbS26um1P4f2hA49jfNNNP8K+2eaE0Rs2EPmYpqTNs3rRDjtfTdovxe/eGBb5zpilp8bXWppVGbXWpols1MtzXbsA7f/sqdj71RHs2R2qqM5XvcF19Es4+xUR7NkLriO2szn0MxSBNi1ze1US8zyXqlLHc2W20MtjcrsWktzvldcYC2NGmfXWhqV2bWWZnvtu9TSqHF2raVRmV1r6Qvt18xymnVGf0wz8/vu7e2HAC/t8PV/MNc8qdi8v45my6Q90d9AHT21h8zd2ufzeOB9tCcp7OPY+zj+gXE+s62jMxdS77Nk3pVm+cITaM7ZsX0fx95+rd6l6+s+NNYX0UzWuZjmd8Yb9DTWLwIPXGDO0bQnuaL5ufelNm/BtcQcvxsv9GtpVGbXWpols1MtzXXsCz3+WcbZqZZmyexUS7Mde5dammWcvdXRmn6kHYy0YEmW0hTXScB9gHdX1fvW7qik6ZPkKJp/VVqeZD/gxTQ/tO5P8+blr2tzfNIkS/IM4J00P4ugmRn3GawjaV6SbEKzVtyNaNbyex6wM9aStGBJDqZp8PyCZtmxrwD/CNyrqjqf4FlalyW5NU2DdwnwG+BZNH8ctJakls1d9aJt8O4N/LaqTlnb45HWBUluT7Nmz5eraqEnBpHWa9aR1A9rSepHku1pZsV/q6p+v3ZHI00va0m6ms1dSZIkSZIkSZpCnlBNkiRJkiRJkqaQzV1JkiRJkiRJmkI2dyVJkqR1XJKtZtm+dAFZ2yfZqPuoJEmS1JXNXUmSJGkKJHlqkkNmue2QJGcmWd5+nJvkAe1tjwS+POI+2wJnJtlijsfcNskeSf49ydfbZvDbgfv0c1SSJEnqYvHaHoAkSZKkNbIKuHKW21aP2HZpku2Ag4F/HHH7EcBmwJeSzGwr4LlVdUZ7/enANsCtgCcDlwG7ANsl2b/d5+yqOmVeRyJJkqRe2NyVJEmSJlSSc4C/0DRVtwGWJnlQe/NdgE2q6kqa/8j7HvDj9ra9gG2B9/z/9u4nVMoqjOP49+cfvC1C6M+iS4QFkd3V1dxFEEEkJURQECUaElgEQWZ/iEoKgzAsWrQIWrRRgmhTIdUiLMhqFXGzoo2TYJQkEZLo9crT4rzacJm0W17mDn0/m5l3zjvnvGd28+PhObSAttc35yLgVeAXYO3pIDfJJuDavmCXqnouyUrgyao6lOTmbp3p7pYNwFuA4a4kSdIQGO5KkiRJC9c0cEdV9ZKsB1ZW1dMASXpVdSrJEuB1Wvi7AZgCtgI/Ap8DPwMfJHm4qr4H1nfzbgd2J/kEOAxcB2zuXzzJPuACYDzJl8BPwFADBckAAAJySURBVE7gcuAHYAz4aD5/AEmSJP29VNWwn0GSJEnSAEn2A8dolbuX0oLWg93wmqoaS7IO2MJf1bSnLQPu68YOVdWOAfNfAewDXgNerFl/DpIsBd4DjgCPARcD+4FttOB4b1Ud/+87lSRJ0r9huCtJkiQtUEm+AdadpXJ3Rff+UWCS1moBYAJ4mRbufl1VLyVZ3LVwIMkkcD+wCfgNONC37FRVPdjddwnwKTDTve4BrgGW0yqEJ6vqmXnaviRJks7BtgySJEnSwhXg3STTwEW0nrtru7HLkiypqplubJJWYQtwFS2QfaGqvktyL7A6yfPAZ7SWClcDE1XVO7NYsgJ4s2/9R4DdtAPVpoC7gXdo/X7/AFYlubWq9pznfUuSJOkfMNyVJEmSFq7FwG2DKndneYUWut5Ea+FwoKr2AiS5E3iom+f3JGuq6niS98+2cJILgRuAB4DHu/mfoFX7rupu205r6WC4K0mSNASGu5IkSdLC9RTwa/f+FK3n7RlJ7qL11t0I7KAdcHYMuD1Jj3bA2gRwS1UdBZjVI/ftJCf6rpfRKnKpqqNdP9/xbmw58GxVzXSHuFVVfZFky/narCRJkubGnruSJEnSCEhyJfAxcBg4SWvZME7rq3uEVuX7BrCxqr5Nsgv4Ctg5+6C0br4Pgc0D2jLsqqrr+z5bDWytqnu66220MPnGqjqIJEmShsZwV5IkSfofSjIGnBgU/J7je0ur6uQ8PZYkSZLmwHBXkiRJkiRJkkbQomE/gCRJkiRJkiRp7gx3JUmSJEmSJGkEGe5KkiRJkiRJ0ggy3JUkSZIkSZKkEWS4K0mSJEmSJEkj6E9w67zAUOn3UAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x189cb8a8550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制条形图(横)\n",
    "# 1.获取数据\n",
    "a = [\"战狼2\",\"速度与激情8\",\"功夫瑜伽\",\"西游伏妖篇\",\"变形金刚5：最后的骑士\",\"摔跤吧！爸爸\",\n",
    "\"加勒比海盗5：死无对证\",\"金刚：骷髅岛\",\"极限特工：终极回归\",\"生化危机6:终章\",\n",
    "\"乘风破浪\",\"神偷奶爸3\",\"智取威虎山\",\"大闹天竺\",\"金刚狼3：殊死一战\",\"蜘蛛侠:英雄归来\",\n",
    "\"悟空传\",\"银河护卫队2\",\"情圣\",\"新木乃伊\"]\n",
    "\n",
    "b=[56.01,26.94,17.53,16.49,15.45,12.96,11.8,11.61,11.28,11.12,10.49,10.3,8.75,7.55,7.32,6.99,6.88,6.86,6.58,6.23]\n",
    "\n",
    "# 2.设置图像格式与字体\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "# 3.加入坐标轴信息\n",
    "plt.xlabel(\"电影名称\")\n",
    "plt.ylabel(\"票房\")\n",
    "plt.title(\"四月份电影票房数据信息\")\n",
    "\n",
    "# 4.绘制图像\n",
    "plt.barh(range(len(a)), b, height=0.6, color=\"orange\")\n",
    "\n",
    "# 更改X,Y轴刻度信息\n",
    "_y = [f\"{i}\" for i in a]\n",
    "plt.xticks(range(0, int(max(b)+3)))\n",
    "plt.yticks(range(len(a)), _y)\n",
    "\n",
    "# 添加细节\n",
    "plt.grid(alpha=0.3)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26aa9b3f470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [\"空客\", \"房贷首付\", \"阿尔法\", \"阿凡达\"]\n",
    "b = [15764, 312, 4497, 319]\n",
    "c = [12357, 156, 2045, 168]\n",
    "d = [2358, 399, 2358, 362]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "plt.xlabel(\"电影名称\")\n",
    "plt.ylabel(\"票房\")\n",
    "\n",
    "plt.bar(range(4), b)\n",
    "plt.bar(range(6, 10), c)\n",
    "plt.bar(range(12, 16), d)\n",
    "\n",
    "x = list(range(4)) + list(range(6, 10)) + list(range(12, 16))\n",
    "_x = [f\"{i}\" for i in a]*3\n",
    "\n",
    "plt.xticks(x, _x)\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26aa96b43c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [\"空客\", \"房贷首付\", \"阿尔法\", \"阿凡达\"]\n",
    "b = [15764, 312, 4497, 319]\n",
    "c = [12357, 156, 2045, 168]\n",
    "d = [2358, 399, 2358, 362]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "plt.xlabel(\"电影名称\")\n",
    "plt.ylabel(\"票房\")\n",
    "\n",
    "y1 = [b[0], c[0], d[0]]\n",
    "y2 = [b[1], c[1], d[1]]\n",
    "y3 = [b[2], c[2], d[2]]\n",
    "y4 = [b[3], c[3], d[3]]\n",
    "\n",
    "plt.bar(range(3), y1)\n",
    "plt.bar(range(5, 8), y2)\n",
    "plt.bar(range(10, 13), y3)\n",
    "plt.bar(range(15, 18), y4)\n",
    "\n",
    "_x = {f\"{i}\" for i in a}\n",
    "x = [1, 6, 11, 16]\n",
    "plt.xticks(x, _x)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26aa9282320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = [\"空客\", \"房贷首付\", \"阿尔法\", \"阿凡达\"]\n",
    "b = [15764, 312, 4497, 319]\n",
    "c = [12357, 156, 2045, 168]\n",
    "d = [2358, 399, 2358, 362]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "plt.xlabel(\"电影名称\")\n",
    "plt.ylabel(\"票房\")\n",
    "\n",
    "plt.bar([1, 5, 10, 15] ,d, label=\"9月14日\")\n",
    "plt.bar([2, 6, 11, 16], c, label=\"9月15日\")\n",
    "plt.bar([3, 7, 12, 17], b, label=\"9月16日\")\n",
    "\n",
    "_x = [f\"{i}\" for i in a]\n",
    "x = [2, 6, 11, 16]\n",
    "plt.xticks(x, _x)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制直方图\n",
    "a=[131,98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138,131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110,\n",
    "116,117,110,128,128,115, 99, 136, 126, 134, 95,138, 117,111,78, 132, 124, 113,150, 110,117,86,95, 144, 105, 126,\n",
    "130,126,130, 126, 116,123,106,112,138,123, 86,101, 99,136,123, 117, 119, 105, 137,123,128,125, 104, 109, 134,\n",
    "125, 127,105, 120, 107, 129, 116,108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138,109,\n",
    "132,134,156,106, 117, 127, 144,139, 139,119,140,83,110,102,123,107,143,115, 136,118,139, 123,112,118,125, 109,\n",
    "119,133,112,114, 122,109,106,123,116,131,127,115, 118, 112, 135,115, 146,137,116,103, 144, 83, 123, 111, 110, 111,\n",
    "100,154,136,100, 118,119, 133, 134,106, 129, 126, 110, 111, 109, 141,120,117,106, 149, 122, 122, 110, 118,127, 121, 114,\n",
    "125,126,114,140, 103,130, 141, 117, 106,114,121, 114,133,137,92,121, 112, 146, 97,137,105, 98, 117, 112,81,97,\n",
    "139,113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101,110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146,\n",
    "133,101,131, 116, 111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111,133, 150]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x26b97a53ef0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26b97a379e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def fun1(x):\n",
    "    return 5*x*x*x*x\n",
    "\n",
    "def fun2(f, x, t):\n",
    "    return (f(x+t)-f(x))/t\n",
    "\n",
    "def fun3(x):\n",
    "    return x**5\n",
    "\n",
    "y1 = [fun2(fun3, x, 0.0001) for x in range(1, 10)]\n",
    "y2 = [fun1(x) for x in range(1, 10)]\n",
    "x = range(1, 10)\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False     # 让负号可以正常显示\n",
    "\n",
    "plt.plot(x, y1)\n",
    "plt.plot(x, y2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-2.  0.  2.]\n",
      " [-2.  0.  2.]\n",
      " [-2.  0.  2.]]\n",
      "\n",
      "[[-2. -2. -2.]\n",
      " [ 0.  0.  0.]\n",
      " [ 2.  2.  2.]]\n",
      "\n",
      "[[-2.  0.  2.]\n",
      " [-2.  0.  2.]\n",
      " [-2.  0.  2.]]\n",
      "\n",
      "[[ 2.  2.  2.]\n",
      " [-0. -0. -0.]\n",
      " [-2. -2. -2.]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18f84b23908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#quiver 绘制矢量场\n",
    "x, y = np.meshgrid(np.linspace(-2, 2, 3), np.linspace(-2, 2, 3))\n",
    "u = x\n",
    "v = -y\n",
    "\n",
    "plt.quiver(x, y, u, v)\n",
    "print(x)\n",
    "print()\n",
    "print(y)\n",
    "print()\n",
    "print(u)\n",
    "print()\n",
    "print(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# gcf获取当前的图像对象，可以重新设值图像的一些属性\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
